Me-We-It: The Open Standard for Responsible AI

This is an Open Suggestion designed to clarify the process of building AI by exposing the steps that go into creating it responsibly. It is an open suggestion proposed by people who have seen the value AI can generate and the damage it can cause. Among these people are:

What's the point of this open standard?

It has three goals:

  1. to give some advice to build more ethical AI to help the industry start again on healthy foundations,
  2. to help the public understand the process of building an AI, and
  3. to create a space in which the public can freely ask any questions to the AI and data science community.

This Open Suggestion will live as a free online forum, and we invite new suggestions and approaches under the important banner of registering intent.

We need clear, responsible communication to engage in honest discussion and make the right decisions. The creation of an AI involves significant technical work, but this open standard enables any interested person to take part in the discussions, regardless of their data science knowledge level. To this end, it offers a simple framework for monitoring and validating standard approaches to the training of machines and the results they produce.

Now more than ever, it's necessary to share how AI learns so that we can hold each other accountable without severely restricting innovation. The development of AI has the potential to bring about significant benefits, including increased efficiency, improved decision making, health discoveries and the ability to tackle problems that were previously impossible to solve. However, AI can also force human moderators to witness horrible content, disadvantage the disenfranchised, amplify data privacy and safety concerns, steal intellectual property not created for the process, and perpetuate harmful biases. Without careful consideration and planning, we risk creating AI systems that worsen the very problems we seek to solve.

First version of the open standard

These are the first questions and considerations we believe every AI team and individual builder should ask every day to ensure we are releasing more ethical AI models. They are intended to be communicated in simple language without technical jargon to ensure the process can be understood by every audience. It will be translated over time into every language where we can find volunteers to support. We know we are unlikely to get this completely right, especially when dealing with a technology that requires continuous tracking, but with your help each iteration will bring meaningful improvements. This is version 1 of many future versions that developers can use when assessing our work. We can refine this list with your help, thanks to questions from the public and suggestions from the data science community. Such contributions will help us account for the steps that should be taken to clarify and validate our intentions.

Political decision-makers are buckling down to make up for lost time in terms of regulation, and the EU's legislation on artificial intelligence may add general-purpose AI to the category of high-risk AI systems. In the meantime, we offer you a solution to reduce silos and engage in a group discussion: a practical standard, which any team can use immediately, and which clarifies how AI is built. Instead of an Open Letter, this is an Open Suggestion from a group of experienced technologists, data scientists, researchers, and people concerned with the impact of AI.

This Open Suggestion will live as a free online forum, and we invite new suggestions and approaches under the important banner of registering intent. The steps are isolated based on the core elements of building AI (Training, Building, Testing) and the actors who engage in the process to help clarify the importance of silo reduction: Me, We, It.

Me - The questions each individual who is working on the AI should ask themselves before they start and as they work through the process.

We - The questions the group should ask themselves — in particular, to define the diversity required to reduce as much human bias as possible.

It - The questions we should ask individuals and the group as they relate to the model being created and the impact it can have on our world.

Step 1. Training - Data Selection and Ingestion

Me - The necessary questions to ask myself before starting this part of the process. Answers should be saved so I can look back at how my thought process evolves.

  • What are the reasons for me selecting this training data? How does that selection align with my intention for this model?
  • How was this training data sourced?
  • Is there any protected or copyrighted material in the training data such as Personally Identifiable Information (PII), Payment Card Industry (PCI) data, and Protected Health Information (PHI)?
  • Have I considered data protection or privacy legislation (such as GDPR and CPRA)?
  • Have I considered any other systems for managing data sources?
  • Do I have experience in using similar data for AI or Machine Learning models in the past or is this the first time I am using this data source?
  • If I've used this data previously, were there any issues that resulted from the models that were trained on this data historically?
  • If this is the first time I've used this data, what are my expectations for the impact this data
    will have on the models outputs?
  • Have I used a Model Card to communicate risks? How will this document be updated with the collaboration team?
  • What do I hope the data will do to this model? What is my intention of the outcome? How do I expect the training data will impact that performance?
  • Are there any features that could act as instrumental variables (eg. granular neighbourhood level data) for disenfranchised populations? If so, do I have sufficient controls to ensure that I am not perpetuating biases that can be learned from the training data?
  • Can I summarise what is in this training data so as to capture the essence of the data in a way a non-data scientist can understand?
  • Do I feel rushed or pressured to input data from questionable sources?
  • Can I cite my source of the training data?
  • What biases may be acting on my selection of this data?
  • Am I considering biases I have that I don't understand? Am I sharing my logic with a larger group who can help me identify my bias being deployed when selecting data?
  • How do I think this training data will benefit this model?

We - The questions we should ask ourselves as a working group before starting this part of the process. Answers should be saved so we can look back at how our thought process evolves.

  • What is the group's intent for training this model?
  • Who collaborated in the process of building the training data strategy and selection?
  • Is the team of people who are working on selecting the training data from a diverse set of backgrounds and experiences to help reduce the bias in the data selection?
  • What are the likely biases inherent in this team that selected the training data?
  • Does the whole team understand where the training data came from? Can they explain it back in their own words?
  • Is a Model Card being used to communicate risks? Did each contributor create their own document
    that can be shared with the larger team?
  • Have we considered the EU AI Act or any other regulation being proposed or that is already in place?
  • Is there any protected or copyrighted material in the training data such as Personally Identifiable Information (PII), Payment Card Industry (PCI) data, and Protected Health Information (PHI)?
  • Have we considered data protection or privacy legislation (such as GDPR and CPRA)?
  • Have we considered any other systems for managing data sources?
  • What percentage of the training data are we saving for testing? How are we selecting it?

It - The questions we should ask ourselves of the algorithms or models before starting this part of the process. Answers should be saved so we can look back at how our thought process evolves.

  • Do we have means to compensate should part of this data set be discovered to be illegal, unreliable, or unacceptable at some point in the future?
  • What data is needed to train thoughtfully and with intention?
  • Is the full data set of known origin, explainable, and beneficial for the model?
  • What are the likely biases inherent in the data?
  • Is there any personal identifiable information, protected data, or copyrighted material?
  • Am I prepared to handle liability for the model if part of the data set causes any legal issues in the future?
  • What are potential unintended uses or consequences, including subsequent level outcomes that the training data could teach the model?
  • What are the likely biases that could be amplified through the training data being added to the model?

Step 2. Building - Creation or Selection of Algorithms and Models

Me - The questions I should ask myself before starting this part of the process. Answers should be saved so I can look back at how my thought process evolves.

  • What do I intend for this model to do? Why am I training it?
  • If I am running reinforcement learning, how will this model optimise in the live environment? Is it possible my selection of outcomes to test is biased?
  • If I am deploying transfer learning, what are the possible biases that the transferring process will uncover?
  • If I am running ensemble models or systems that train each other, is there a chance that new bias or bad data collection practices will enter the system?
  • How do I think this model will perform? What are some examples of desired outputs I am hoping to see?
  • What are my human biases that impacted my goals and reasoning?
  • If I didn't write the model from scratch, where did it come from? How was it initially trained?

We - The questions we should ask ourselves as a working group before starting this part of the process. Answers should be saved so we can look back at how our thought process evolves.

  • Whom did I collaborate with in the process of training this model and building the strategy?
  • What human biases are in this group? Have we considered whether the working group is diverse enough to capture differing points of view?
  • Who were the collaborators building the model and strategy?
  • Who are the stakeholders? Are all the stakeholders engaging in this step of the process?
  • Have we considered the EU AI Act or any other regulation being proposed or that is already in place?
  • Were these models trained on any protected or copyrighted material such as Personally Identifiable Information (PII), Payment Card Industry (PCI) data, and Protected Health Information (PHI)?
  • Have we considered data protection or privacy legislation (such as GDPR and CPRA)?
  • Have we considered any other systems for managing data sources?

It - The questions we should ask ourselves of the algorithms or models before starting this part of the process. Answers should be saved so we can look back at how our thought process evolves.

  • Where did the model come from or was it developed from scratch?
  • What is the intended use of the model once it is trained?
  • If we didn't create the model ourselves, do we understand the intent of the original creator of the model?
  • What are potential unintended uses or consequences, including subsequent level outcomes?
  • What are the likely biases that could be amplified through the model?
  • Do we have examples of models with similar data being deployed previously? What were the intended and unintended outcomes?
  • What are the possible dangers of the model? Do we have a plan for the worst case scenarios?
  • What type of precautionary measures have we put into place?
  • Who controls the model?
  • How will continued compliance with laws and regulations be monitored and implemented?
  • How will biases be discovered and resolved?
  • How can the model be shut down? Under what circumstances must that happen?
  • Are there any self-interested stakeholders or realities of funding that may stop that from happening?
  • What are the contractual requirements that will dictate the management and usage of this model?

Step 3. Testing - Managing Test Data and Tagging

Me - The questions I should ask myself before starting this part of the process. Answers should be saved so I can look back at how my thought process evolves.

  • Is the data I'm using for testing sufficient for analysing how the model performs?
  • Is user testing in the live environment being considered? How will the model be adapted if it turns out that the user behaviour outcome is unwanted?
  • What do I think is the best approach for evaluating the outcome of this model before I speak with the larger group about our approach?
  • Am I confident that the team and I are aware of the impact our work can have? Have we thought about all the potentially bad outcomes that could result from our work that we should be testing for before we go live?
  • Do I believe we have been thorough in our testing strategy and deployment to ensure we have unearthed any issues that could arise from the model's outputs?
  • Did the results of the training data and feedback from taggers match the original intent I had when creating the model? If not, what differed and how do I know it differed?

We - The questions we should ask ourselves as a working group before starting this part of the process. Answers should be saved so we can look back at how our thought process evolves.

  • How do we evaluate the performance and outcomes of this model?
  • Are we aware of where the testing data comes from? Is the testing data appropriate to be representative in relation to the vastness of the training data?
  • If the data is tagged by people, who are the people? Are they being humanely treated?
  • Before they tag the data, what instruction did taggers receive that might impact their opinion?
  • What questions are the taggers or working group asking of the data?
  • Does the tagging strategy align with the training data and model creation strategy?
  • Is there an appropriate amount of diversity on my data tagging team?
  • What human biases might impact the tagging or testing process?
  • Is user testing data in the live environment being collected? How will it feed back into an iterative process?
  • Is the user group a diverse audience that is representative of the future total user group?
  • Is it possible that bias is a programmatic result of the model?
  • Whom did we collaborate with in the process of building the testing or tagging data strategy?
  • Are product teams involved in the process of retrieving user data and sharing human logic with the larger group?
  • Was the intention of the working group realised now that the model has run and been tested? (If not, explain in detail with quantifiable data.)

It - The questions we should ask ourselves of the algorithms or models before starting this part of the process. Answers should be saved so we can look back at how our thought process evolves.

  • Did the results of the test or tagged data match our intent for the model outputs?
  • If we are testing our models to determine accuracy, how much do the results we are seeing match up with the core intent of what the model will do?
  • Will we now tune the model based on the outputs of the testing or tagged data? (If so, start the process from Step 1.)
  • If deploying reinforcement learning, how can model outcomes amplify bias and influence new data from users?
  • Have we considered the output of the model against the EU AI Act or any other regulation being proposed or that is already in place?
  • Have we tested for protected or copyrighted material in the output of the model such as Personally Identifiable Information (PII), Payment Card Industry (PCI) data, and Protected Health Information (PHI)?
  • Have we considered data protection or privacy legislation (such as GDPR and CPRA)?
  • Have we considered any other systems for managing data sources?

Signatures:

Elizabeth Rothman Esq.
Harvard Law School and the World Intellectual Property Organization (WIPO) Instructor Patentx - AI Intellectual Property Law Attorney Artificial Inventor Project, Principal Attorney Law Office of Elizabeth Rothman

Douglas Rushkoff
Professor of Media Studies, Queens College - Host, Team Human

Dr Cory Doctorow (hc)
Author, activist - BoingBoing, EFF, WEDF, MIT Media Lab

Dr. Saeed Aldhaheri
Director, Center for Futures Studies - University of Dubai

James Ellison
Sr. Manager, Product Management - UL

Ravi Meta
Co-Founder @ Outpace, Previously CPO @ Tinder - Product @ TripAdvisor, Facebook, Xbox

Serene
Concert Pianist | Founder & CEO - Snowstorm

John Marshall
Executive Director - World Ethical Data Foundation

Swathi Young
Women in AI, Washington, D.C. Ambassador, Adjunct Subject Matter Expert and Instructor on Big Data and Management - George Mason University, CTO Sustainchain

Camila Manera
Chief Data Officer Libraodepases - former Data Scientist Manager at The Walt Disney Company

Mike T. Ramirez
Digital Product Management - Bank of America

Raiya Kind
Senior Computational Linguist for NLU in Machine Learning - Google

Rania Kim
Artist + Researcher - -

Rebecca Fiebrink
Professor at the Creative Computing Institute - University of the Arts London

Vince Lynch
CEO - IV.AI

Matt Jung
Co-Founder & Managing Partner - Ember Co.

John Kilpatrick
Design Director - WhatsApp, ex-Amazon, ex-Samsung, ex-Founder/CEO

Chris Paterno
CEO - Heard

Colin Hayhurst
CEO - Mojeek

Heather Owen
Senior Manager Technical Support - Zebra Technologies

Ian Campbell
Senior Product Director Product Management, NFL+ - National Football League (NFL)

Neal Parikh
Head of Sustainability - Ericsson

Quinn Comendant
Founder–engineer - Strangecode

Anna Babkina
Head of Partnerships - World Ethical Data Foundation

Benjamin Mugumya
Head Of Marketing, Graphics & Branding - Kamada & Sons Designers, Soroti District

Brett A. Fulkerson-Smith
Associate Professor of Philosophy - University of Guam

Brian Lynch
Co-Founder Hero AI - Practice Lead, Analytics and Insights at TD

Brian Malika
Founder And Director - One More Percent

Carlos Guadián
Analyst - K-Government

Christophe Petit
Director - Ethical AI Training Organization

Dana Kathlen Redeña
Enterprise Solutions Engineer - -

Daniel Sonesson
CEO - Quickbit

David C Traub
Co-Founder, Creator - Multiple entities touching on AI (beginning in the 80s)

Ellie D. Norris
R&D IT Director, Data & Analytics Strategy - -

Elvira Vanerfors
Senior Compliance Officer & Group MLRO - Quickbit

Felipe Murillo
VP Data Science - IV.AI

Jackie Hart
CEO - ExO Institute for Coordination

Jacob Kes
Senior Quant Developer - -

Jesper Sundstrom
Head of Growth - Quickbit

John Martin
CTO - IV.AI

Lia Raquel Neves
Founder & Scientific Director - EITIC

Matt Freemantle
Director - Prohibition Partners

Micaela Barrientos
Engineer and Theologian - Universidad Católica

Michael Goldman
Managing Partner - Columbus Street Partners

Mitchell Cohen
Security and Dark Web Research Analyst - Raymond Chabot Grant Thornton - VARS

Richard Lees
Programmer - -

Richard Stanton
Developer - -

Sander Venema
Data Protection Officer - World Ethical Data Foundation

Sergio M.L. Tarrero
President - Alianza Futurista

Tobias Gourlay
Journalist - Journalism

Tudor Boloni
Chief Strategy Officer - OpenExO Inc

Yoshito
Kawabata - University of Guam

Zalina Khestanova
Visual artist - Chamber of Fine Arts of Greece

Sanaii
Sanaii Madders - Sanaii Madders

Shawntelle
Shawntelle Salera cignetti - Shawntelle Salera cignetti

Kimberlina
Kimberlina Sandburg - Kimberlina Sandburg

Dayvon
Dayvon Stanghelini - Dayvon Stanghelini

Solmayra
Solmayra Deary - Solmayra Deary

Summers
Summers Badawey - Summers Badawey

Tyvion
Tyvion Valganon - Tyvion Valganon

Austinjames
Austinjames Oliveira freire - Austinjames Oliveira freire

Meri
Meri Lademan - Meri Lademan

Alyssah
Alyssah Sibole - Alyssah Sibole

Ottice
Ottice Rankl - Ottice Rankl

Treye
Treye Dragseth - Treye Dragseth

Valej
Valej Radkovsky - Valej Radkovsky

Norward
Norward Kjaergaard - Norward Kjaergaard

Soichi
Soichi Ves losada - Soichi Ves losada

Deriek
Deriek Lehde - Deriek Lehde

Chrysanthemum
Chrysanthemum Kremer - Chrysanthemum Kremer

Xing
Xing Dwater - Xing Dwater

Kaiba
Kaiba Hemp - Kaiba Hemp

Deakin
Deakin Peev - Deakin Peev

Silvan
Silvan Kvaizar - Silvan Kvaizar

Kujtim
Kujtim Bocher - Kujtim Bocher

Roisin
Roisin Shumake - Roisin Shumake

Moataz
Moataz Malish - Moataz Malish

Hildah
Hildah Jaymes - Hildah Jaymes

Sameika
Sameika Rutnam - Sameika Rutnam

Dawny
Dawny Moonen - Dawny Moonen

Ayrin
Ayrin Mausner - Ayrin Mausner

Aliyna
Aliyna Irakoze - Aliyna Irakoze

Ashiley
Ashiley Ortuondo - Ashiley Ortuondo

Breesa
Breesa Preder - Breesa Preder

Ismaaeel
Ismaaeel Welles - Ismaaeel Welles

Yameen De La Rosa
postgrad - SU

Tibe
Tibe Tilvis - Tibe Tilvis

Ilina
Ilina Lizyness - Ilina Lizyness

Kacie Chandley
NLP - Amazon

Dynver
Dynver Honnold - Dynver Honnold

Tuson
Tuson Stubberud - Tuson Stubberud

Thaddius Evans
PhD Artifical Intelligence - MU

Muzik Michi
CTO - Michi

Jozyah Sroka
developer - data

Galinur Rupinski
Director - AI

Arvester Roson
math legend - data

Jlon
Jlon Anthoni - Jlon Anthoni

Gyna
Gyna Demissie - Gyna Demissie

Erendira
Erendira Haverinen - Erendira Haverinen

Arella
Arella Fanelli - Arella Fanelli

Jerren
Jerren Suihko - Jerren Suihko

Jacqueling
Jacqueling Bezeredj - Jacqueling Bezeredj

Azaniah
Azaniah Gebes - Azaniah Gebes

Noach
Noach Backaert - Noach Backaert

Laionna
Laionna Houppert - Laionna Houppert

Yarno
Yarno Hasette - Yarno Hasette

Sherlee
Sherlee Sleeman - Sherlee Sleeman

Zakariye
Zakariye Tenukai - Zakariye Tenukai

Nayeri
Nayeri Donohew - Nayeri Donohew

Rakip
Rakip Casseday - Rakip Casseday

Pearla
Pearla Mecho - Pearla Mecho

Marquist
Marquist Von kopp - Marquist Von kopp

Patracia
Patracia Pawlowitz - Patracia Pawlowitz

Hany
Hany Damilano - Hany Damilano

Dreydan
Dreydan Witulski - Dreydan Witulski

Valiya
Valiya Aggison - Valiya Aggison

Ashwika
Ashwika Sinsky - Ashwika Sinsky

Jamaia
Jamaia Klahn - Jamaia Klahn

Anessah
Anessah Hunt - Anessah Hunt

ati
ati Bergli - ati Bergli

Cleon
Cleon Hynne - Cleon Hynne

Lanashia
Lanashia Siress - Lanashia Siress

Natalye
Natalye Kurki - Natalye Kurki

Noveline
Noveline Sunderland - Noveline Sunderland

Wales
Wales Ruperto - Wales Ruperto

Elijhah
Elijhah Buszniez - Elijhah Buszniez

Darald
Darald Gonzalez prieto - Darald Gonzalez prieto

Albina
Albina Garberson - Albina Garberson

Sayres
Sayres Chaudry - Sayres Chaudry

Bemjamin Alyaksyeyew
analyst - N/A

Jahairy
Jahairy Cruz cornejo - Jahairy Cruz cornejo

Lodia
Lodia Van den abbeele - Lodia Van den abbeele

Timiya
Timiya Jontz - Timiya Jontz

Saud
Saud Arlett - Saud Arlett

Niles
Niles Dominic - Niles Dominic

Munira
Munira Toranzo de perez - Munira Toranzo de perez

Rennee
Rennee Sohan - Rennee Sohan

Zennie
Zennie Trummal - Zennie Trummal

Tybrea
Tybrea Keska - Tybrea Keska

Janhavi
Janhavi Chuchel - Janhavi Chuchel

Chesni
Chesni Cashell - Chesni Cashell

Moriah
Moriah Polder - Moriah Polder

Caselynn
Caselynn Krobatin - Caselynn Krobatin

Aurella
Aurella Giltinan - Aurella Giltinan

Danney
Danney Bohigues - Danney Bohigues

Schrita
Schrita Del pino roberto guillermo - Schrita Del pino roberto guillermo

Voneda
Voneda Babych - Voneda Babych

Teneika
Teneika Schiller - Teneika Schiller

Issra
Issra Melc - Issra Melc

Kewan
Kewan Julve - Kewan Julve

Cougar
Cougar Dithmar - Cougar Dithmar

Tanis
Tanis Taubel - Tanis Taubel

Young
Young Champeaux - Young Champeaux

Jerriann
Jerriann Vanstralen - Jerriann Vanstralen

Gleice
Gleice Scavelli - Gleice Scavelli

Zadiel
Zadiel Temela - Zadiel Temela

Basten
Basten Presnell - Basten Presnell

Jachai
Jachai Grossaint - Jachai Grossaint

Zaidah
Zaidah Dagata - Zaidah Dagata

Zamirra
Zamirra Paeffgen - Zamirra Paeffgen

Aurorah
Aurorah Manges - Aurorah Manges

Jaywon
Jaywon Accetta - Jaywon Accetta

Keltie
Keltie Wolever - Keltie Wolever

Alayda
Alayda Saatzer - Alayda Saatzer

Lorian
Lorian Stegemoller - Lorian Stegemoller

Fallone
Fallone Droessler - Fallone Droessler

Benzino
Benzino Parfajt - Benzino Parfajt

Daury
Daury Jenquin - Daury Jenquin

Matto
Matto Ben ahmed - Matto Ben ahmed

Dryver
Dryver Rodner - Dryver Rodner

Sybrina
Sybrina Gingell - Sybrina Gingell

Hayes
Hayes Kanervo - Hayes Kanervo

Jennaca
Jennaca Haukenes - Jennaca Haukenes

Zulekha
Zulekha Buchheit - Zulekha Buchheit

Zilah
Zilah Sala - Zilah Sala

Juany
Juany Spino - Juany Spino

Wojciech Kowalczyk
Service Manager - EOA: Egzaminy Online- Akademia

Justan
Justan Monteban - Justan Monteban

Bartolomeo
Bartolomeo Zuqui - Bartolomeo Zuqui

Damorian
Damorian Karasch - Damorian Karasch

Savio
Savio Ceschin - Savio Ceschin

Demitrios
Demitrios Cataloni - Demitrios Cataloni

Bervin
Bervin Zerby - Bervin Zerby

Hateya
Hateya Fraze-frazenko - Hateya Fraze-frazenko

Desiderio
Desiderio Querinjean - Desiderio Querinjean

Rodina
Rodina Murtagh - Rodina Murtagh

Frouke
Frouke Kartheiser - Frouke Kartheiser

Fedrick
Fedrick Selesi - Fedrick Selesi

West
West Rummans - West Rummans

Lachyna
Lachyna Yostar - Lachyna Yostar

Jerrah
Jerrah Hekneby - Jerrah Hekneby

Shanea
Shanea Stennert - Shanea Stennert

Bettejean
Bettejean Pikker - Bettejean Pikker

Jacelin
Jacelin Otsar - Jacelin Otsar

Talandra
Talandra Beird - Talandra Beird

Terrence
Terrence Delebreau - Terrence Delebreau

Lavani
Lavani Appleman - Lavani Appleman

Rylinn
Rylinn Havron - Rylinn Havron

Shanalee
Shanalee Solaligue - Shanalee Solaligue

sley
sley Lightburn - sley Lightburn

Moutaz
Moutaz Bangel - Moutaz Bangel

Maya
Maya Albertsen - Maya Albertsen

Samare
Samare Caulford - Samare Caulford

Princetyn
Princetyn Potarniche - Princetyn Potarniche

Zriah
Zriah Stenstadvold - Zriah Stenstadvold

Greycen
Greycen Macuja - Greycen Macuja

Yolander
Yolander Derosia - Yolander Derosia

Aryianna
Aryianna Hoffschulte - Aryianna Hoffschulte

Teriann
Teriann Rashkin - Teriann Rashkin

Saulyus
Saulyus Riezu - Saulyus Riezu

Jallisa
Jallisa Bersman - Jallisa Bersman

Shanana
Shanana Ottoni - Shanana Ottoni

Murline
Murline Treekrem - Murline Treekrem

Charnaye
Charnaye Rolness - Charnaye Rolness

Lova
Lova Brachman - Lova Brachman

Mayah
Mayah Poniatowski - Mayah Poniatowski

Khymani
Khymani Erkins - Khymani Erkins

Amritpal
Amritpal Endros - Amritpal Endros

Mithra
Mithra Paduano - Mithra Paduano

Jewlz
Jewlz Szmrecsanyi - Jewlz Szmrecsanyi

Zendell
Zendell Sandobal veron - Zendell Sandobal veron

Foye
Foye Guiao - Foye Guiao

Zaylie
Zaylie Fettah - Zaylie Fettah

Gavin
Gavin Maddex - Gavin Maddex

Leneta
Leneta Valdez paolasini - Leneta Valdez paolasini

Eliyanah
Eliyanah Al-muwallad - Eliyanah Al-muwallad

Cacey
Cacey Agirreg - Cacey Agirreg

Daynisha
Daynisha Strater - Daynisha Strater

Bricen
Bricen Kuleshov - Bricen Kuleshov

Trilba
Trilba Estrelles - Trilba Estrelles

Emayah
Emayah Di ugolino - Emayah Di ugolino

Benn
Benn Schollgen - Benn Schollgen

Yancey
Yancey Mainelakeus - Yancey Mainelakeus

Haymon
Haymon Bohot - Haymon Bohot

Rileah
Rileah Koribalski - Rileah Koribalski

Jaylun
Jaylun Habiak - Jaylun Habiak

Franisco
Franisco Burini - Franisco Burini

Jeorgia
Jeorgia Nabarrete - Jeorgia Nabarrete

Giuseppina
Giuseppina Ciocci pardo - Giuseppina Ciocci pardo

Doriene
Doriene Wellborn - Doriene Wellborn

Lyonna
Lyonna Rico - Lyonna Rico

Elisheba
Elisheba Jastrzebska - Elisheba Jastrzebska

Jalyce
Jalyce Casino - Jalyce Casino

Ronea
Ronea Van der werth - Ronea Van der werth

Akem
Akem Heymann - Akem Heymann

Tynika
Tynika Gieg - Tynika Gieg

Malany
Malany Klavina - Malany Klavina

Hermina
Hermina Jose enrique lipari - Hermina Jose enrique lipari

Regginal
Regginal Vath - Regginal Vath

Floy
Floy Rohler - Floy Rohler

Daved
Daved Venara - Daved Venara

Nesbit
Nesbit Bonvillian - Nesbit Bonvillian

Naya
Naya Stillo - Naya Stillo

Lusegen
Lusegen Blommer - Lusegen Blommer

Dontavious
Dontavious Ekstrand - Dontavious Ekstrand

Aakarsh
Aakarsh Camporino - Aakarsh Camporino

Calianne
Calianne Mccrave - Calianne Mccrave

Latoyer
Latoyer Gonza - Latoyer Gonza

Geniyah
Geniyah Escanuelas - Geniyah Escanuelas

Printess
Printess Ellithorpe - Printess Ellithorpe

Marquisa
Marquisa Comenge - Marquisa Comenge

Pharoh
Pharoh Bruhnke - Pharoh Bruhnke

Sofi
Sofi Sochatsky - Sofi Sochatsky

Gregrory
Gregrory La bionda - Gregrory La bionda

Tazewell
Tazewell Liston - Tazewell Liston

Kassiani
Kassiani Backoffen - Kassiani Backoffen

Gabrail
Gabrail Genius - Gabrail Genius

Bristyn
Bristyn Eiberger - Bristyn Eiberger

Allakhverdi
Allakhverdi Garcia brizuela - Allakhverdi Garcia brizuela

Murron
Murron Thone - Murron Thone

Vercie
Vercie Anzjon - Vercie Anzjon

Frankin
Frankin Juhola - Frankin Juhola

Neharika
Neharika Bruno gigena - Neharika Bruno gigena

Minzigan
Minzigan Vodraska - Minzigan Vodraska

Amerion
Amerion Baloney - Amerion Baloney

Ernetta
Ernetta Santall - Ernetta Santall

Joackim
Joackim Sekidika - Joackim Sekidika

Traneshia
Traneshia Taddie - Traneshia Taddie

Dorothe
Dorothe Radike - Dorothe Radike

Khalan
Khalan Gordon-watson - Khalan Gordon-watson

Dajoure
Dajoure Tano de la hoz - Dajoure Tano de la hoz

Jaymz
Jaymz Sequin - Jaymz Sequin

Jashonda
Jashonda Vanrheenen - Jashonda Vanrheenen

Chinomso
Chinomso Ebata - Chinomso Ebata

Aniza
Aniza Guizar - Aniza Guizar

Blayton
Blayton Arukaevu - Blayton Arukaevu

Sharmen
Sharmen Pokhrel - Sharmen Pokhrel

Jayln
Jayln Sierra pereiro - Jayln Sierra pereiro

Ernie
Ernie Kohlenberg - Ernie Kohlenberg

Ilihia
Ilihia Laurella - Ilihia Laurella

Rashaud Binckes
postgrad - N/A

Tannie Heys
compsci - student

Adolph von Aansemann
unfortunately not related to this dude - $$$

Fulton
Fulton Duerksen - Fulton Duerksen

Kemontez
Kemontez Libert - Kemontez Libert

Fidrat
Fidrat Paruchuri - Fidrat Paruchuri

Jalae Guerrero
researcher - Ule

Aralee
Aralee Botea - Aralee Botea

Kaaran
Kaaran Kotrba - Kaaran Kotrba

Jelaya
Jelaya Przibram - Jelaya Przibram

Sterne
Sterne Baculi - Sterne Baculi

Yurii
Yurii Eggett - Yurii Eggett

Carolynn
Carolynn Aittokoski - Carolynn Aittokoski

Bayleen
Bayleen Gainsborough - Bayleen Gainsborough

Karlie
Karlie Stults - Karlie Stults

Lilliann
Lilliann Devenyns - Lilliann Devenyns

Justine
Justine Alvarez sousa - Justine Alvarez sousa

Lakyshia
Lakyshia Domech - Lakyshia Domech

Bethanne
Bethanne Bluff - Bethanne Bluff

Abdellah
Abdellah Clous - Abdellah Clous

Tyliek
Tyliek Danhof - Tyliek Danhof

Janaka
Janaka Gonzalez cuerva - Janaka Gonzalez cuerva

Aiyahna
Aiyahna Kochanek - Aiyahna Kochanek

Rakyia
Rakyia Padvalskis simkus - Rakyia Padvalskis simkus

Kamarr
Kamarr Tanley - Kamarr Tanley

Sameir
Sameir Ayora - Sameir Ayora

Timy
Timy Blaho - Timy Blaho

Pharren
Pharren Musumano - Pharren Musumano

Nykel
Nykel raza - Nykel raza

Rocklynn
Rocklynn Kagay - Rocklynn Kagay

Dormalee
Dormalee Marcinak - Dormalee Marcinak

Thaina
Thaina Cornley - Thaina Cornley

Soufian
Soufian Perez gomez - Soufian Perez gomez

Delane
Delane Casabe - Delane Casabe

Dalpha
Dalpha Kleinsorg - Dalpha Kleinsorg

Wanya
Wanya Sweeley - Wanya Sweeley

Princesa
Princesa Schulberg - Princesa Schulberg

Dryver
Dryver Exon - Dryver Exon

Volya
Volya Westermeier - Volya Westermeier

Trevion
Trevion Sanango - Trevion Sanango

Mirgayaz
Mirgayaz Danchev - Mirgayaz Danchev

Sharayu
Sharayu Kolbet - Sharayu Kolbet

Tyrike
Tyrike Kalliokulju - Tyrike Kalliokulju

Jakab
Jakab Lalas - Jakab Lalas

Jetli
Jetli Salvat - Jetli Salvat

Brayln
Brayln Marquez monsalve - Brayln Marquez monsalve

Mamady
Mamady Acreche - Mamady Acreche

Katielynn
Katielynn Tajiboy - Katielynn Tajiboy

Kaonou
Kaonou Rymanowski - Kaonou Rymanowski

Bascomb
Bascomb Ueda - Bascomb Ueda

Traverse
Traverse Andreou - Traverse Andreou

Mkayla
Mkayla Bjorheim - Mkayla Bjorheim

Talmon
Talmon Kordowski - Talmon Kordowski

Flemon
Flemon Sausman - Flemon Sausman

Fransico
Fransico Herra - Fransico Herra

Hadelyn
Hadelyn Muckermann - Hadelyn Muckermann

Shraddha
Shraddha Uygur - Shraddha Uygur

Lency
Lency Sheasley - Lency Sheasley

Ramello
Ramello eiro - Ramello eiro

Makaih
Makaih Dollaway - Makaih Dollaway

Jamil
Jamil Escamilla - Jamil Escamilla

Hakob
Hakob Blackert - Hakob Blackert

Jaykub
Jaykub Taylorjones - Jaykub Taylorjones

Prudance
Prudance Wenceslao - Prudance Wenceslao

Frantz
Frantz Harbuz - Frantz Harbuz

Archibold
Archibold Gawn - Archibold Gawn

Helena
Helena Wranka - Helena Wranka

Breighton
Breighton Babalau - Breighton Babalau

Demetra
Demetra Lanners - Demetra Lanners

Rudyard
Rudyard Saipa - Rudyard Saipa

Collier
Collier Acal - Collier Acal

Samika
Samika Hunkanrin - Samika Hunkanrin

Deriya
Deriya Tuomola - Deriya Tuomola

Iycess
Iycess Brubaker - Iycess Brubaker

Decoda
Decoda Teigland - Decoda Teigland

Amid
Amid Masferrer - Amid Masferrer

Stokes
Stokes Braet - Stokes Braet

Tyri
Tyri Handleman - Tyri Handleman

Sista
Sista Hawerroth - Sista Hawerroth

Xiong
Xiong Polillo - Xiong Polillo

Moraes
Moraes Mendoza romero - Moraes Mendoza romero

Keion
Keion Balester - Keion Balester

Myrtia
Myrtia Blanden - Myrtia Blanden

Timeko
Timeko Borrat - Timeko Borrat

Shloima
Shloima Fuger - Shloima Fuger

Emzie
Emzie Camacho ortega - Emzie Camacho ortega

Vasti Beckfield
data analytics - student

Demorris
Demorris Iomha - Demorris Iomha

Jyree Kheir
AI - LLM

Diane-Marie Gioseffi
postgrad - SU

Nobuichi
Nobuichi Oztan - Nobuichi Oztan

Ayoob
Ayoob La fuente - Ayoob La fuente

Garcia
Garcia Schlim - Garcia Schlim

Lener
Lener Wodarz - Lener Wodarz

Ovidio
Ovidio Skiles - Ovidio Skiles

Disiree
Disiree Berk - Disiree Berk

Cayra Lovick
PhD Artifical Intelligence - Cayra Lovick

Milissent Cauvin
Data Science - Milissent Cauvin

Marixsa Craumer
Algo Eng - Marixsa Craumer

Sheena Wiedenhofer
Natural Language Processing - Sheena Wiedenhofer

Demetrio Lach-nielsen
PhD Analytics - Demetrio Lach-nielsen

Demetria Niwinski
Data Science - Demetria Niwinski

Lillyona Didomizio
Data Science - Lillyona Didomizio

Lerone Aksich
AI - Lerone Aksich

Fazon Puthuff
open source AI - Fazon Puthuff

Mnir Rambeaud
OSS - Mnir Rambeaud

Sybastian Wehrhahne
OSS - Sybastian Wehrhahne

Travan Barcudi
AI - Travan Barcudi

Tennley Villarroel diaz
AI - Tennley Villarroel diaz

Yadon Rentie
analyst - Yadon Rentie

Sammara Ferrie
open source AI - Sammara Ferrie

Sterlin Essensa
AI - Sterlin Essensa

Lola
Lola Benolken - Lola Benolken

Nathon
Nathon Ezzo - Nathon Ezzo

Marbeli
Marbeli Loshe - Marbeli Loshe

Moonyeen Ponce gordo
developer - Moonyeen Ponce gordo

Roshod
Roshod Teyssen - Roshod Teyssen

Enriquetta
Enriquetta Scordo - Enriquetta Scordo

Kaytlynne
Kaytlynne Rodrigo solera - Kaytlynne Rodrigo solera

Killashandra
Killashandra Yegge - Killashandra Yegge

Souheil
Souheil Holzlechner - Souheil Holzlechner

Jeanettie
Jeanettie Comaneci - Jeanettie Comaneci

Will
Will Ruotjoki - Will Ruotjoki

Lyndin
Lyndin Levanti - Lyndin Levanti

Laderian
Laderian Moyd - Laderian Moyd

Deleshia
Deleshia Besalu parkinson - Deleshia Besalu parkinson

Sahit
Sahit Audubert - Sahit Audubert

Marbella
Marbella Clifford - Marbella Clifford

Jicel
Jicel Osinga - Jicel Osinga

Latwana
Latwana Tubach - Latwana Tubach

Shiri
Shiri San rafael - Shiri San rafael

Ramira
Ramira Garber - Ramira Garber

Tanesia
Tanesia Niding - Tanesia Niding

Jaynalis
Jaynalis Barlas - Jaynalis Barlas

Ileene
Ileene Martinka - Ileene Martinka

Vanja
Vanja Merkert - Vanja Merkert

Dianalee
Dianalee Linback - Dianalee Linback

Jyiah
Jyiah Verrall - Jyiah Verrall

Gisele
Gisele Lovmand - Gisele Lovmand

Greory
Greory Dratchev - Greory Dratchev

Iban
Iban Clackum - Iban Clackum

Primo
Primo Koscielak - Primo Koscielak

Kamalu
Kamalu Zenderoudi - Kamalu Zenderoudi

Rieley
Rieley Chrobak - Rieley Chrobak

Bear
Bear Begom - Bear Begom

Creeden
Creeden Suru - Creeden Suru

Dysheka
Dysheka Popeneciu - Dysheka Popeneciu

Clark
Clark Plebani pautassi - Clark Plebani pautassi

Maximilano
Maximilano Karatas - Maximilano Karatas

Nichel
Nichel Fullum - Nichel Fullum

Chazden
Chazden Weidow - Chazden Weidow

Daejah
Daejah Bresler - Daejah Bresler

Tippy
Tippy Laing - Tippy Laing

Pervie
Pervie Hulka - Pervie Hulka

Kwamayne
Kwamayne Lebrero - Kwamayne Lebrero

Willar
Willar Lomniczi - Willar Lomniczi

Sophia
Sophia Krzysztofowicz - Sophia Krzysztofowicz

Jereimah
Jereimah Bezerra cabral - Jereimah Bezerra cabral

Ranier
Ranier Bezona - Ranier Bezona

Scipio
Scipio Sevil - Scipio Sevil

Chino
Chino Tamboli - Chino Tamboli

Dragon
Dragon Aguilar maza - Dragon Aguilar maza

Khizir
Khizir Boparai - Khizir Boparai

Estafani
Estafani Hafnar - Estafani Hafnar

Illana
Illana Tsoungui - Illana Tsoungui

Matildia
Matildia Blankman - Matildia Blankman

Tashya
Tashya Lunardelli - Tashya Lunardelli

Aidenmatthew
Aidenmatthew Ronken - Aidenmatthew Ronken

Eyon
Eyon Bungcayao - Eyon Bungcayao

Darleni
Darleni Rechimont - Darleni Rechimont

Orelle
Orelle Ulrych - Orelle Ulrych

Iman
Iman Holsopple - Iman Holsopple

Lizaida
Lizaida Entrocassi varela - Lizaida Entrocassi varela

Jahzier
Jahzier Bonnici - Jahzier Bonnici

Pantelej
Pantelej Chinnici - Pantelej Chinnici

Breontae
Breontae Helan - Breontae Helan

Destyni
Destyni Rudenko - Destyni Rudenko

Detri
Detri Sepertino - Detri Sepertino

Shemar
Shemar Olford - Shemar Olford

Antoinesha
Antoinesha Amunategui - Antoinesha Amunategui

Dadrianna
Dadrianna Garraza - Dadrianna Garraza

Niamke
Niamke Zaremba - Niamke Zaremba

Sanjuana
Sanjuana Frary - Sanjuana Frary

Yusif
Yusif Levatino - Yusif Levatino

Aritzi
Aritzi Garcia rivello - Aritzi Garcia rivello

Yekta
Yekta Ternus - Yekta Ternus

Caitlyn
Caitlyn Ullakko - Caitlyn Ullakko

Tannetta
Tannetta Ernewein - Tannetta Ernewein

Kavyn
Kavyn Rajotte - Kavyn Rajotte

Babby
Babby Ruiz garcia - Babby Ruiz garcia

Palani
Palani Culbertson - Palani Culbertson

Chardarius
Chardarius Lampreia - Chardarius Lampreia

Oveida
Oveida Schellen - Oveida Schellen

Ziyatdin
Ziyatdin Dokanovic - Ziyatdin Dokanovic

Aidien
Aidien Midland - Aidien Midland

Anfernee
Anfernee Passman - Anfernee Passman

Stephanee
Stephanee Mcgathey - Stephanee Mcgathey

Joachim
Joachim Doheny - Joachim Doheny

Ardalion
Ardalion Dabica - Ardalion Dabica

Brooklee
Brooklee Norrman - Brooklee Norrman

Delrae
Delrae Ruddell - Delrae Ruddell

Earletta
Earletta Reinau - Earletta Reinau

Camdon
Camdon Munoz ortega - Camdon Munoz ortega

Abimelec
Abimelec Leavi de asis - Abimelec Leavi de asis

Dilma
Dilma Casuso - Dilma Casuso

Keristen
Keristen Bagnuolo - Keristen Bagnuolo

Darchell
Darchell Niblo - Darchell Niblo

Hendryx
Hendryx Garcelon - Hendryx Garcelon

Sofiagrace
Sofiagrace Hembrook - Sofiagrace Hembrook

Evonie
Evonie Dobrovitz - Evonie Dobrovitz

Catricia
Catricia Ruecker - Catricia Ruecker

Jany
Jany Di giovanni - Jany Di giovanni

Elior
Elior Shekell - Elior Shekell

Kelley
Kelley Chugg - Kelley Chugg

Reika
Reika Salzler - Reika Salzler

Nygee
Nygee Stub - Nygee Stub

Malven
Malven Botros - Malven Botros

Zaleth
Zaleth Derienzo - Zaleth Derienzo

Elzbieta
Elzbieta Sash - Elzbieta Sash

Jaurice
Jaurice Burac - Jaurice Burac

Sharryl
Sharryl Fernau - Sharryl Fernau

Lashema
Lashema Seybolt - Lashema Seybolt

Ulus
Ulus Jacoby - Ulus Jacoby

Suveer
Suveer Hjulstad - Suveer Hjulstad

Laythen
Laythen Yazawa - Laythen Yazawa

Lakai
Lakai Zaccagnini - Lakai Zaccagnini

Zedrick
Zedrick Wilharm - Zedrick Wilharm

Teshika
Teshika Ordoyo - Teshika Ordoyo

Every
Every Elmenhorst - Every Elmenhorst

Maverik
Maverik Dierksheide - Maverik Dierksheide

Chaundra
Chaundra Gurtubay - Chaundra Gurtubay

Jameson
Jameson Glubka - Jameson Glubka

Caci
Caci Gassama - Caci Gassama

Brom
Brom Dalesson - Brom Dalesson

Stephanny
Stephanny Hufty - Stephanny Hufty

Hannahrae
Hannahrae Muasau - Hannahrae Muasau

Jannalyn
Jannalyn Acosta vaucher - Jannalyn Acosta vaucher

Allexis
Allexis Scriosteanu - Allexis Scriosteanu

Benigna
Benigna Borgos - Benigna Borgos

Lawrencia
Lawrencia Molin - Lawrencia Molin

Sherleen
Sherleen Shehane - Sherleen Shehane

Ketia
Ketia Caldron - Ketia Caldron

Keiyara
Keiyara Daffern - Keiyara Daffern

Ferre
Ferre Stalcar - Ferre Stalcar

Daniah
Daniah Szubert - Daniah Szubert

Tony
Tony Gribaldo - Tony Gribaldo

Taylinn
Taylinn Saquete - Taylinn Saquete

Tynasha
Tynasha Osa codesido - Tynasha Osa codesido

Ambrosha
Ambrosha Mallow - Ambrosha Mallow

Brett
Brett Haywood - Brett Haywood

Ishaal
Ishaal Dirnfeld - Ishaal Dirnfeld

Zyrion
Zyrion Nowogrodzki - Zyrion Nowogrodzki

Lubby
Lubby Neuschaefer - Lubby Neuschaefer

Quanesia
Quanesia Chavezortiz - Quanesia Chavezortiz

Shirleye
Shirleye Totzke - Shirleye Totzke

Latoyla
Latoyla Newtown - Latoyla Newtown

Wardine
Wardine Pulsipher - Wardine Pulsipher

Amanee
Amanee Lang-ree - Amanee Lang-ree

Equilla
Equilla Ning - Equilla Ning

Xana
Xana Rengel garcia - Xana Rengel garcia

Amirbek
Amirbek Sauma - Amirbek Sauma

Alleyna
Alleyna Dedaj - Alleyna Dedaj

Narice
Narice Fraccaroli - Narice Fraccaroli

Dresyn
Dresyn Estevez leston - Dresyn Estevez leston

Joyette
Joyette Morrondo - Joyette Morrondo

Amirali
Amirali Jarosik - Amirali Jarosik

Merrill
Merrill Welshman - Merrill Welshman

Jerryn
Jerryn Tylden - Jerryn Tylden

Dayne
Dayne Many - Dayne Many

Yildiz
Yildiz Wieringa - Yildiz Wieringa

Japhet
Japhet Sarikaya - Japhet Sarikaya

Prysilla
Prysilla Widenow - Prysilla Widenow

Emine
Emine Meleski - Emine Meleski

Deantwan
Deantwan Westerveld - Deantwan Westerveld

Zyrian
Zyrian Medlar - Zyrian Medlar

Terria
Terria Masferrer - Terria Masferrer

Adrianpaul
Adrianpaul Zoboli - Adrianpaul Zoboli

Haggai
Haggai Thick - Haggai Thick

Christiandaniel
Christiandaniel Gorgol - Christiandaniel Gorgol

Treyvonte
Treyvonte Del tio - Treyvonte Del tio

Nashid
Nashid Dumit - Nashid Dumit

Amadeus
Amadeus Martinez calvo - Amadeus Martinez calvo

Camrynn
Camrynn Gukov - Camrynn Gukov

Kealoha
Kealoha Cavallucci - Kealoha Cavallucci

Pace
Pace Huerta - Pace Huerta

Teale
Teale Gosnell - Teale Gosnell

Leeman
Leeman Biede - Leeman Biede

Milianna
Milianna Vandevegte - Milianna Vandevegte

Indi
Indi Cortezon - Indi Cortezon

Quannisha
Quannisha Beith - Quannisha Beith

Mckinzie
Mckinzie Zivic - Mckinzie Zivic

Mixtli
Mixtli Dahll - Mixtli Dahll

Davario
Davario De prada - Davario De prada

Giavannah
Giavannah Cracknell - Giavannah Cracknell

Kimeko
Kimeko Punsola - Kimeko Punsola

Marlenee
Marlenee Baert - Marlenee Baert

Emmasue
Emmasue Visnar - Emmasue Visnar

Heang
Heang Sanka - Heang Sanka

Laylannie
Laylannie Almua - Laylannie Almua

Sharrona
Sharrona Nieva maximiliano - Sharrona Nieva maximiliano

Metzi
Metzi Tedeschi - Metzi Tedeschi

Evemarie
Evemarie Bretey - Evemarie Bretey

Isana
Isana Mejia arregui - Isana Mejia arregui

Carlous
Carlous Shraya - Carlous Shraya

Tibe
Tibe Vevoda - Tibe Vevoda

Cawanda
Cawanda Setanen - Cawanda Setanen

Marthaann
Marthaann Calva - Marthaann Calva

Kenra
Kenra Ponce martinez - Kenra Ponce martinez

Shadey
Shadey Steavens - Shadey Steavens

Shionna
Shionna Angen - Shionna Angen

Alieya
Alieya Cioflan - Alieya Cioflan

Mykya
Mykya Vanderboom - Mykya Vanderboom

Meem Arafat Manab
Lecturer, BRAC University

Maryln
Maryln Pisarello milesi - Maryln Pisarello milesi

Heldana
Heldana Ahava - Heldana Ahava

Inneke
Inneke Asteinza - Inneke Asteinza

Doralee
Doralee Gustilo - Doralee Gustilo

Kyaria
Kyaria Grundon - Kyaria Grundon

Magdelene
Magdelene Herwegh - Magdelene Herwegh

Ouail
Ouail Mcternan - Ouail Mcternan

Maddysen
Maddysen Sarlingo - Maddysen Sarlingo

Aquanetta
Aquanetta Jackelen - Aquanetta Jackelen

Claretta
Claretta Moctezuma - Claretta Moctezuma

Deirore
Deirore Ruddle - Deirore Ruddle

Japaul
Japaul Rabanaque - Japaul Rabanaque

Kahseem
Kahseem Naustvik - Kahseem Naustvik

Greydy
Greydy Waldegrave - Greydy Waldegrave

Avienda
Avienda Mervi - Avienda Mervi

Kyalo
Kyalo Staffen - Kyalo Staffen

Shailene
Shailene Ayala - Shailene Ayala

Tempesst
Tempesst Viciedo - Tempesst Viciedo

Wale
Wale Fernandez moreno - Wale Fernandez moreno

Edwell
Edwell Caldwell - Edwell Caldwell

Vicki
Vicki Andriopoulos - Vicki Andriopoulos

Roiann
Roiann Delsinne - Roiann Delsinne

Shire
Shire Shermeyer - Shire Shermeyer

Reagyn
Reagyn Delsi - Reagyn Delsi

Chemar
Chemar Sheumaker - Chemar Sheumaker

Elliette
Elliette Ristikivi - Elliette Ristikivi

Aarvi
Aarvi st - Aarvi st

Hewan
Hewan Icen - Hewan Icen

Elhadji
Elhadji Philbin - Elhadji Philbin

Katherinne
Katherinne Puzycki - Katherinne Puzycki

Rodonna
Rodonna Micle - Rodonna Micle

Adry
Adry Szepes - Adry Szepes

Artesha
Artesha Paolicelli - Artesha Paolicelli

Biruk
Biruk Selvaraj - Biruk Selvaraj

Shyron
Shyron Mondal - Shyron Mondal

Jigna
Jigna Colomina - Jigna Colomina

Waddie
Waddie Oshlack - Waddie Oshlack

Adri
Adri Swirsky - Adri Swirsky

Kalesha
Kalesha Diaz abregu - Kalesha Diaz abregu

Shanikia
Shanikia Quadros - Shanikia Quadros

Zebediah
Zebediah Kunnas - Zebediah Kunnas

Yoni
Yoni Hignight - Yoni Hignight

Willesha
Willesha Hinterndorfer - Willesha Hinterndorfer

Taleiyah
Taleiyah Kieselstein - Taleiyah Kieselstein

Adriyana
Adriyana Andereck - Adriyana Andereck

Alexanna
Alexanna Helsholt - Alexanna Helsholt

Zaviyon
Zaviyon Pattnaik - Zaviyon Pattnaik

Oren
Oren Rouy - Oren Rouy

Thom
Thom Jenke - Thom Jenke

Rihana
Rihana Miteff - Rihana Miteff

Cheo
Cheo Harlang - Cheo Harlang

Khaled Alblooshi
VP Digital Projects & Innovations - Adnoc

Rare
Rare Biglari - Rare Biglari

Pepper
Pepper Gonzalez pinto - Pepper Gonzalez pinto

Barde
Barde Vivike - Barde Vivike

Cassie
Cassie Alavedra - Cassie Alavedra

Friederike
Friederike Turau - Friederike Turau

Keunte
Keunte Thastum - Keunte Thastum

Darquis
Darquis Elveland - Darquis Elveland

Avrie
Avrie Skulski - Avrie Skulski

Rourke
Rourke Wilmington - Rourke Wilmington

Quannah
Quannah Baney - Quannah Baney

Maruska
Maruska Benthien - Maruska Benthien

Vidia
Vidia Lorenzen - Vidia Lorenzen

Earma
Earma Avdic - Earma Avdic

Thuraya
Thuraya Makori - Thuraya Makori

Devontez
Devontez Georgina mariel - Devontez Georgina mariel

Erin
Erin Kerschen - Erin Kerschen

Miron
Miron Otsubo - Miron Otsubo

Kristyann
Kristyann Moreno yunis - Kristyann Moreno yunis

Avyanna
Avyanna Murud - Avyanna Murud

Margaret B Fisher
Founder - Santa Fe AI Partners

Sharonica
Sharonica Kivilcimli - Sharonica Kivilcimli

Daejia
Daejia Trovo lopes de oliveira - Daejia Trovo lopes de oliveira

Abhinav Reddy Appidi
CEO - PureML

Tamira
Tamira Omotoso - Tamira Omotoso

Katleen
Katleen Hackermann - Katleen Hackermann

Olla
Olla Zembo - Olla Zembo

Clodie
Clodie Orhan - Clodie Orhan

Wimberley
Wimberley Suyama - Wimberley Suyama

Vasile
Vasile Distad - Vasile Distad

Fable
Fable Oikonomoy - Fable Oikonomoy

Haydan
Haydan Busia - Haydan Busia

Ellsworth
Ellsworth Kesal - Ellsworth Kesal

Rusudan
Rusudan Berkley - Rusudan Berkley

Lourdes
Lourdes Perena - Lourdes Perena

Lourene
Lourene Clemett - Lourene Clemett

Rylee
Rylee Steffenhagen - Rylee Steffenhagen

Kristyan
Kristyan Scorrani - Kristyan Scorrani

Wisam
Wisam Vivas - Wisam Vivas

Shelbyjean
Shelbyjean Ketara - Shelbyjean Ketara

Wasim
Wasim Kolsar - Wasim Kolsar

Evangelita
Evangelita Damaso - Evangelita Damaso

Jaquavius
Jaquavius Odwyer - Jaquavius Odwyer

Keante
Keante Wackershauser - Keante Wackershauser

Sankeerth
Sankeerth Vernieri - Sankeerth Vernieri

Rhiann
Rhiann Rounsaville - Rhiann Rounsaville

Keiyona
Keiyona Almuina - Keiyona Almuina

Keicha
Keicha Mccambridge - Keicha Mccambridge

Mullazyan
Mullazyan Fitidou - Mullazyan Fitidou

Nasrallah
Nasrallah Stanovsky - Nasrallah Stanovsky

Darlana
Darlana Oleshchuk - Darlana Oleshchuk

Shetera
Shetera Spoonemore - Shetera Spoonemore

Ammanuel
Ammanuel Buchenroth - Ammanuel Buchenroth

Kenyari
Kenyari Tokuda - Kenyari Tokuda

Roni
Roni Wytaske - Roni Wytaske

Adrean
Adrean Tonges - Adrean Tonges

Cetric
Cetric Poula - Cetric Poula

Trenden
Trenden Moralejo - Trenden Moralejo

Lorella
Lorella Andrisani - Lorella Andrisani

Wina
Wina Boutouil - Wina Boutouil

Odetta
Odetta Brasier - Odetta Brasier

Chick
Chick Anken - Chick Anken

Narmina
Narmina Balish - Narmina Balish

Jenafer
Jenafer Amengeiras - Jenafer Amengeiras

Seyvon
Seyvon Quadrini - Seyvon Quadrini

Dejoire
Dejoire Del amor - Dejoire Del amor

Fajzylgayan
Fajzylgayan Jancu - Fajzylgayan Jancu

Leilonnie
Leilonnie Singewald - Leilonnie Singewald

Janil
Janil Shelat - Janil Shelat

Raylee
Raylee Yoneda - Raylee Yoneda

Armeda
Armeda Damicelli - Armeda Damicelli

Bryella
Bryella Nierychlewski - Bryella Nierychlewski

Ozion
Ozion Watkinson - Ozion Watkinson

Shemari
Shemari Lippett - Shemari Lippett

Kainin
Kainin Waden - Kainin Waden

Tamichael
Tamichael Rabaglio - Tamichael Rabaglio

Mitch Adams

Kerra
Kerra Kitandula - Kerra Kitandula

Lorilai
Lorilai Turkyilmaz - Lorilai Turkyilmaz

Kathrina
Kathrina Arbues - Kathrina Arbues

Shalin
Shalin Bulakbasi - Shalin Bulakbasi

Mire
Mire Lontoc - Mire Lontoc

Kinsely
Kinsely Ruberto - Kinsely Ruberto

Lasheryl
Lasheryl Morilla - Lasheryl Morilla

Yaretsy
Yaretsy Geraldi - Yaretsy Geraldi

Tybe
Tybe Rebman - Tybe Rebman

Fantaysia
Fantaysia Ascherman - Fantaysia Ascherman

Barnet
Barnet Nirvi - Barnet Nirvi

Acsa
Acsa Leijala - Acsa Leijala

Nabiha
Nabiha Borgo - Nabiha Borgo

Aliyaah
Aliyaah Ibak - Aliyaah Ibak

Kayrene
Kayrene Nadasi - Kayrene Nadasi

Sinforosa
Sinforosa Dorough - Sinforosa Dorough

Kelaiah
Kelaiah Viverito - Kelaiah Viverito

Lailee
Lailee Perez medina - Lailee Perez medina

Jonluc
Jonluc Mohring - Jonluc Mohring

Timergali
Timergali Symington - Timergali Symington

Wylda
Wylda Cates - Wylda Cates

Kyeria
Kyeria Aglamisis - Kyeria Aglamisis

Francetta
Francetta Casabone - Francetta Casabone

Dinah
Dinah Yrvum - Dinah Yrvum

Leul
Leul Shalkowski - Leul Shalkowski

Whitnye
Whitnye Cottonaro - Whitnye Cottonaro

Charkita
Charkita Malesevic - Charkita Malesevic

Seeley
Seeley Tanriogen - Seeley Tanriogen

Wyatt
Wyatt Sagray - Wyatt Sagray

Thressie
Thressie Fromal - Thressie Fromal

Solstice
Solstice Weihing - Solstice Weihing

Desmund
Desmund Melinn - Desmund Melinn

Mekenna
Mekenna Garcia clerc - Mekenna Garcia clerc

Hiralal
Hiralal Griffouliere - Hiralal Griffouliere

Cardelia
Cardelia Arenales - Cardelia Arenales

Zyani
Zyani Bartulis - Zyani Bartulis

Dawit
Dawit Louzada - Dawit Louzada

Chalee
Chalee Mieroslawski - Chalee Mieroslawski

Michiah
Michiah Waaden - Michiah Waaden

Alikram
Alikram Magnee - Alikram Magnee

Rhodie
Rhodie Kollsete - Rhodie Kollsete

Zavyn
Zavyn Tevebaugh - Zavyn Tevebaugh

Fadila
Fadila Stensson-oreviken - Fadila Stensson-oreviken

Bejamin
Bejamin Schweigmann - Bejamin Schweigmann

Deshya
Deshya Palade - Deshya Palade

Ladaryl
Ladaryl Carpinisianu - Ladaryl Carpinisianu

Michaila
Michaila Mckeand - Michaila Mckeand

Keylen
Keylen Cherchi - Keylen Cherchi

Naman
Naman Benshoof - Naman Benshoof

Jeneya
Jeneya Lainka - Jeneya Lainka

Lamyiah
Lamyiah Galasso - Lamyiah Galasso

Claris
Claris Olesky - Claris Olesky

Joesha
Joesha Sohani - Joesha Sohani

Vile
Vile Zuccarelli - Vile Zuccarelli

Stefhanie
Stefhanie Mcgahon - Stefhanie Mcgahon

Stover
Stover Ardra - Stover Ardra

Arkeria
Arkeria Schey - Arkeria Schey

Melda
Melda Blixt - Melda Blixt

Alexandrer
Alexandrer Caden - Alexandrer Caden

Virna
Virna Rannamagi - Virna Rannamagi

Rowin
Rowin Kaladjian - Rowin Kaladjian

Tonyell
Tonyell Deatley - Tonyell Deatley

Debbora
Debbora Mowen - Debbora Mowen

Florabelle
Florabelle Swihart - Florabelle Swihart

Jalon
Jalon Wheelock - Jalon Wheelock

Trishana
Trishana Manalad - Trishana Manalad

yogesh15b@iimk.edu.in
Yogesh - IIM

Marranda
Marranda Dipilla - Marranda Dipilla

Antoya
Antoya Scovill - Antoya Scovill

Taelynne
Taelynne Boeckman - Taelynne Boeckman

Clione
Clione Kolosovskyi - Clione Kolosovskyi

Kahlyn
Kahlyn Tomsovic - Kahlyn Tomsovic

Jerard
Jerard Pechar - Jerard Pechar

Gaberille
Gaberille Mcpherran - Gaberille Mcpherran

Carye
Carye Basargin - Carye Basargin

Shaneda
Shaneda Tosolini - Shaneda Tosolini

Keniah
Keniah Keelaghan - Keniah Keelaghan

Mrinalini
Mrinalini Millacet - Mrinalini Millacet

Learline
Learline Eloi - Learline Eloi

Jamelia
Jamelia Catliff - Jamelia Catliff

Yanill
Yanill Satiroglu - Yanill Satiroglu

Neeson
Neeson Torrado - Neeson Torrado

Starlisha
Starlisha Mansart - Starlisha Mansart

Ieshea
Ieshea Weitzell - Ieshea Weitzell

Decimus
Decimus Fedison - Decimus Fedison

Ermer
Ermer Roolf - Ermer Roolf

Keyannah
Keyannah Beurle - Keyannah Beurle

Saraye
Saraye Lorje - Saraye Lorje

Shaterrica
Shaterrica Basagana - Shaterrica Basagana

Macarthur
Macarthur Zurlini - Macarthur Zurlini

Makina
Makina Dohrendorf - Makina Dohrendorf

Senaiya
Senaiya Stanchfield - Senaiya Stanchfield

Adriah
Adriah Martirosian - Adriah Martirosian

Canya
Canya Kastanis - Canya Kastanis

Akevia
Akevia Von richter - Akevia Von richter

Rider
Rider Dowson - Rider Dowson

Deantay
Deantay Huld-zetsche - Deantay Huld-zetsche

Graiden
Graiden Sliskovic - Graiden Sliskovic

Radcliffe
Radcliffe Samuell - Radcliffe Samuell

Daia
Daia Candotti - Daia Candotti

Tovin
Tovin Heymer - Tovin Heymer

Riken
Riken Appolonia - Riken Appolonia

Riesha
Riesha Delhalle - Riesha Delhalle

Anida
Anida Fernandez plastino - Anida Fernandez plastino

Denecia
Denecia Mayweather - Denecia Mayweather

Decarri
Decarri Silverton - Decarri Silverton

Adelaide
Adelaide Taglioni - Adelaide Taglioni

Armann
Armann Timmermeyer - Armann Timmermeyer

Beautiful
Beautiful Fred - Beautiful Fred

Nimrah
Nimrah Agranoff - Nimrah Agranoff

Prudi
Prudi Dombek - Prudi Dombek

Denes
Denes Brumnich - Denes Brumnich

Swecha
Swecha Jagdeo - Swecha Jagdeo

Vesenia
Vesenia Dano - Vesenia Dano

Bayram
Bayram Selfors - Bayram Selfors

Wynona
Wynona Patricia aprea - Wynona Patricia aprea

Jabahri
Jabahri Avenido - Jabahri Avenido

Porsia
Porsia Slifko - Porsia Slifko

Elinora
Elinora Milhon - Elinora Milhon

Doward
Doward Glatthaar - Doward Glatthaar

Corderius
Corderius Chacarelli - Corderius Chacarelli

Nikolaas
Nikolaas Gandar - Nikolaas Gandar

Rawane
Rawane Oharrow - Rawane Oharrow

Mareesha
Mareesha Montanile - Mareesha Montanile

Delilahrose
Delilahrose Maybee - Delilahrose Maybee

Robertia
Robertia Rosaslopez - Robertia Rosaslopez

Adithya
Adithya Gigger - Adithya Gigger

Gallyam
Gallyam Carinhas - Gallyam Carinhas

Eeliyah
Eeliyah Marzen - Eeliyah Marzen

Janaliz
Janaliz Oudenaarden - Janaliz Oudenaarden

Caisey
Caisey Nelmida - Caisey Nelmida

Rishima
Rishima Sevcik - Rishima Sevcik

Sachit
Sachit Pernochi - Sachit Pernochi

Tharan
Tharan Sanez - Tharan Sanez

Janyne
Janyne Tortella fuentes - Janyne Tortella fuentes

Mariela
Mariela Garlito - Mariela Garlito

Laityn
Laityn Panameno - Laityn Panameno

Humeyra
Humeyra Auriemma - Humeyra Auriemma

Ashauntee
Ashauntee Mcalpin - Ashauntee Mcalpin

Jacklene
Jacklene Okereke - Jacklene Okereke

Keshera
Keshera Laaraj - Keshera Laaraj

jballest@emporia.edu
jballest@emporia.edu - jballest@emporia.edu

Lovita
Lovita Imel - Lovita Imel

Caitlinn
Caitlinn Popick - Caitlinn Popick

Kjelle
Kjelle Brancolini - Kjelle Brancolini

Plutarco
Plutarco Lajara - Plutarco Lajara

Kjersti
Kjersti Permanyer - Kjersti Permanyer

18592487411@tmomail.net
18592487411@tmomail.net - 18592487411@tmomail.net

Radlee
Radlee Sandschneider - Radlee Sandschneider

Anaberta
Anaberta Coppa - Anaberta Coppa

Ijanay
Ijanay Barc - Ijanay Barc

amy.klosowski@alccap.com
amy.klosowski@alccap.com - amy.klosowski@alccap.com

Carolanne
Carolanne Pateiro - Carolanne Pateiro

Olsen
Olsen Zigmont - Olsen Zigmont

Tachara
Tachara Berlau - Tachara Berlau

Marcelina
Marcelina Pabon reyes - Marcelina Pabon reyes

Sadaq
Sadaq Gecim - Sadaq Gecim

Ireal
Ireal Smorczewski - Ireal Smorczewski

Sheranda
Sheranda Noffke - Sheranda Noffke

Aaishah
Aaishah Kumarluk - Aaishah Kumarluk

Javantay
Javantay Boccassini - Javantay Boccassini

Laquinthia
Laquinthia Watanabe - Laquinthia Watanabe

Stepan
Stepan Engineer - Stepan Engineer

Baelynn
Baelynn Tumilson - Baelynn Tumilson

16264137549@tmomail.net
16264137549@tmomail.net - 16264137549@tmomail.net

19045772639@tmomail.net
19045772639@tmomail.net - 19045772639@tmomail.net

hafiz@prcaccounting.com
hafiz@prcaccounting.com - hafiz@prcaccounting.com

Mark@domnickel.com
Mark@domnickel.com - Mark@domnickel.com

Desmone
Desmone Pfennig - Desmone Pfennig

debbie.mackintosh@mpac.ca
debbie.mackintosh@mpac.ca - debbie.mackintosh@mpac.ca

dmurphy@atsconstruction.com
dmurphy@atsconstruction.com - dmurphy@atsconstruction.com

johnpfritz@live.com
johnpfritz@live.com - johnpfritz@live.com

t.dannemeyer@interfracht.de
t.dannemeyer@interfracht.de - t.dannemeyer@interfracht.de

Stephanos@intravu.com
Stephanos@intravu.com - Stephanos@intravu.com

lbuccino@contractornation.com
lbuccino@contractornation.com - lbuccino@contractornation.com

j.bigelow@edl.ca
j.bigelow@edl.ca - j.bigelow@edl.ca

catherine@catherinepetitti.com
catherine@catherinepetitti.com - catherine@catherinepetitti.com

Vonciel
Vonciel De schryver - Vonciel De schryver

b.j.hoffmann@hotmail.ca
b.j.hoffmann@hotmail.ca - b.j.hoffmann@hotmail.ca

j astremski
developer - engineering

j jobe
researcher - medical AI

Luel Ferraresso
Data - Cybersecurity

Amy Smally
N/A - N/A

Pioet Takeuchi
Dev Lead - Ule

Johncarl Chelminiak
Linux - N/A

Thibaut Triola
Open Source - Dev

Rudd Bieberbach
open source AI - FOSS

Madalene Zlatnar
AI - science

Shun Boehmer
analyst - data analytics

Mantasha Espelet
Data Science - Mantasha Espelet

Jevonta
Jevonta Tola mendoza - Jevonta Tola mendoza

Jaquesha
Jaquesha Bodde - Jaquesha Bodde

Yuting
Yuting Predel - Yuting Predel

Aalyah
Aalyah Murnen - Aalyah Murnen

Jo Frei
Director - data

Kymbre
Kymbre Savenius - Kymbre Savenius

Kelee
Kelee Giblon - Kelee Giblon

Safronia
Safronia Dogi - Safronia Dogi

Evalia
Evalia Torres izarra - Evalia Torres izarra

Boyde
Boyde Gonalez - Boyde Gonalez

Vishv
Vishv Hoghaug - Vishv Hoghaug

Aviya
Aviya Revolus - Aviya Revolus

Senad
Senad Violi cattaneo - Senad Violi cattaneo

Sattar
Sattar Juillet - Sattar Juillet

Kaiyen
Kaiyen Diergarten - Kaiyen Diergarten

Xzavior
Xzavior Worgull - Xzavior Worgull

Efsa
Efsa Slavicek - Efsa Slavicek

Yarianna
Yarianna Selner - Yarianna Selner

Burkhan
Burkhan Cojuangco - Burkhan Cojuangco

Taijanae
Taijanae Renato - Taijanae Renato

Taneal
Taneal Fipp - Taneal Fipp

Marsden
Marsden Diercksen - Marsden Diercksen

Alexes
Alexes Katsaros - Alexes Katsaros

Dalaya
Dalaya Barfod - Dalaya Barfod

Tayloranne
Tayloranne Lawalin - Tayloranne Lawalin

Qwynn
Qwynn Liiberg - Qwynn Liiberg

Jennilyn
Jennilyn Cannataro - Jennilyn Cannataro

Javanni
Javanni Galsworthy - Javanni Galsworthy

Nickholas
Nickholas Cyriac - Nickholas Cyriac

Mehtab
Mehtab Gaja - Mehtab Gaja

Thurley
Thurley Sitaula - Thurley Sitaula

Engelbert
Engelbert Hetzner - Engelbert Hetzner

Sandesh
Sandesh Paz barreto - Sandesh Paz barreto

Ellyonna
Ellyonna Cyriac - Ellyonna Cyriac

Stephney
Stephney Mayar - Stephney Mayar

Jannalyn
Jannalyn Mulumba - Jannalyn Mulumba

Meckenzie
Meckenzie Munoz - Meckenzie Munoz

Sidiki
Sidiki Goeppert-mayer - Sidiki Goeppert-mayer

Abbigayl
Abbigayl Loizate - Abbigayl Loizate

17144021328@tmomail.net
17144021328@tmomail.net - 17144021328@tmomail.net

Neville
Neville Kweitel - Neville Kweitel

Yashley
Yashley Donbrosky - Yashley Donbrosky

Addasyn
Addasyn Rodriguez takeda - Addasyn Rodriguez takeda

Lily-roos
Lily-roos Knouff - Lily-roos Knouff

Jerilyn
Jerilyn Rober - Jerilyn Rober

Shaneah
Shaneah Luciw - Shaneah Luciw

Mckane
Mckane Menditto - Mckane Menditto

Swasti
Swasti Soso - Swasti Soso

Latonjia
Latonjia Hollars - Latonjia Hollars

ksdouglass@ksdlaw.com
ksdouglass@ksdlaw.com - ksdouglass@ksdlaw.com

jto@e360s.ca
jto@e360s.ca - jto@e360s.ca

Mehul@luminoustrends.com
Mehul@luminoustrends.com - Mehul@luminoustrends.com

tonywf@hotmail.com
tonywf@hotmail.com - tonywf@hotmail.com

jlazure@tipton-county.com
jlazure@tipton-county.com - jlazure@tipton-county.com

Fergus Hughes
Mr -

19712174140@tmomail.net
19712174140@tmomail.net - 19712174140@tmomail.net

15743095532@tmomail.net
15743095532@tmomail.net - 15743095532@tmomail.net

bterrio60@hotmail.com
bterrio60@hotmail.com - bterrio60@hotmail.com

Godfrey Leung
Data Scientist - Collinson Group Limited

Karin Bundschuh

Sheri Sophia Herndon
Culture Architect - Regenerate Cascadia

Tysonm@microsoft.com
Tysonm@microsoft.com - Tysonm@microsoft.com

jeannedepiano@address.com
jeannedepiano@address.com - jeannedepiano@address.com

mjohnston@hensallglobal.com
mjohnston@hensallglobal.com - mjohnston@hensallglobal.com

brad.borland@hensallglobal.com
brad.borland@hensallglobal.com - brad.borland@hensallglobal.com

roxanne.javor@gulfstream.com
roxanne.javor@gulfstream.com - roxanne.javor@gulfstream.com

jpinto@iltusa.com
jpinto@iltusa.com - jpinto@iltusa.com

bob.paulsen@farreys.com
bob.paulsen@farreys.com - bob.paulsen@farreys.com

bmcmorris@fordstorage.com
bmcmorris@fordstorage.com - bmcmorris@fordstorage.com

corey.sanborn@raymondjames.com
corey.sanborn@raymondjames.com - corey.sanborn@raymondjames.com

sunil1@uniqueindl.com
sunil1@uniqueindl.com - sunil1@uniqueindl.com

mark.garzone@thenowmassage.com
mark.garzone@thenowmassage.com - mark.garzone@thenowmassage.com

prossi@ritascatering.com
prossi@ritascatering.com - prossi@ritascatering.com

edson@fotisfinefoods.com
edson@fotisfinefoods.com - edson@fotisfinefoods.com

michele.mosher@pfizer.com
michele.mosher@pfizer.com - michele.mosher@pfizer.com

cindy@innovationglass.com
cindy@innovationglass.com - cindy@innovationglass.com

dispatch@smartefreight.com
dispatch@smartefreight.com - dispatch@smartefreight.com

philton@cdjones.com
philton@cdjones.com - philton@cdjones.com

Lorenzo Mohanlal
Legal Researcher and Assistant - Edon H. Warslie Law Office (Queens, NYC)

llham@umich.edu
llham@umich.edu - llham@umich.edu

invoices@mte-bv.com
invoices@mte-bv.com - invoices@mte-bv.com

bram@mte-bv.com
bram@mte-bv.com - bram@mte-bv.com

dlcetcanmanagersall@telus.com
dlcetcanmanagersall@telus.com - dlcetcanmanagersall@telus.com

jessica.winn@ferguson.com
jessica.winn@ferguson.com - jessica.winn@ferguson.com

dillon.miller@ferguson.com
dillon.miller@ferguson.com - dillon.miller@ferguson.com

ssivapalan@cclgroup.com
ssivapalan@cclgroup.com - ssivapalan@cclgroup.com

bhargav@sourcerite.ae
bhargav@sourcerite.ae - bhargav@sourcerite.ae

Veronica Abadie
Ms -

Stuart Coulson
Director - HiddenText

tyler.wolter@ferguson.com
tyler.wolter@ferguson.com - tyler.wolter@ferguson.com

ACH@Ferguson.com
ACH@Ferguson.com - ACH@Ferguson.com

erin.lawrence@ferguson.com
erin.lawrence@ferguson.com - erin.lawrence@ferguson.com

aalgoblan@alfa.com.sa
aalgoblan@alfa.com.sa - aalgoblan@alfa.com.sa

ronj@nationalsafetyinc.com
ronj@nationalsafetyinc.com - ronj@nationalsafetyinc.com

Karen.nauman@ricoh-usa.com
Karen.nauman@ricoh-usa.com - Karen.nauman@ricoh-usa.com

esmindo.martinez@chase.com
esmindo.martinez@chase.com - esmindo.martinez@chase.com

awehr@keystonecapital.com
awehr@keystonecapital.com - awehr@keystonecapital.com

tpeterson@cavicchio.com
tpeterson@cavicchio.com - tpeterson@cavicchio.com

lauriek1970@gmail.com
lauriek1970@gmail.com - lauriek1970@gmail.com

duvan.antoniy@gmail.com
duvan.antoniy@gmail.com - duvan.antoniy@gmail.com

hughfrost@beetham.eu
hughfrost@beetham.eu - hughfrost@beetham.eu

stanguay@motionconcepts.com
stanguay@motionconcepts.com - stanguay@motionconcepts.com

Tim Allen
CEO -

PIERINO HRISTOV
Mr - AIC owner

Sarah
Clarke - Owner, Infospectives Ltd

Jason Thompson
Consultant - MasonBreese -

Tony Russell
Founder - fammerly

Lorenzo Belenguer
AI ethics researcher -

Ravi Veesam
Cyber Security Consultant - Security Framework

Angela Pause
Senior Writer - University of Waterloo

Colin Chambers
Senior Engineer - Health and Safety Executive

Adrian Maguire

Pedro Huichalaf Roa
Abogado - Centro de investigación en ciberseguridad de la Universidad Mayor

Aalya Dhawan
Director of Content, Marketing and Communications - Women in ai

Matthew Palmer
Digital Lead - Plymouth Marine Labs

Dr Syed Mohd Uzair Iqbal
Assistant Professor - Symbiosis Law School, Pune SIU

Thomas Boyer
UX Design Manager -

Ana María Castillo
University of Chile

Charlie Pownall
AIAAIC - Founder

Casper
Grathwohl - President, Oxford Languages

Klara Krieg
AI Trainee - Bosch

Octavio
Executive Director - Ciudadanía Inteligente

LUIS ROJAS
CEO - Eng.

Gwendoline Clavé
Legal & IT Translator - Clavoline Traduction

Kari Solberg
Data architect - SV

kyungjae cho

Alex Monaghan
Dr - Independent consultant and writer

Jorge Barron

Robert de Groot
Privacy advocate - Partnerships, Copyright Delta

Alex
Engineer -

Stuart Millar
Applied AI/ML - Rapid7 LLC

Audrey Schomer
Analyst -

Edgar Roman-Rangel
Professor - Instituto Tecnologico Autonomo de Mexico

Brad Evans
Director / Machine Learning - (I love this! Thank you!)

Elliott
Data Solutions Manager, EMEA - Elsevier

Jacob Whittaker
LLM lead - Artifical Intelligence

Tadej Fius
CTO - Datafund

Nick Lynch
Data lead - Curlew Research

Alex Simm
Associate Director, Research Advisor - Taysha Consulting, WEDF

Natasha Montagu

Michael Forde
Digital Product Lead - Poui Technologies Inc.

Gregor Žavcer
Director - Swarm Foundation

Alexander Dittel
Privacy lawyer -

Frazer
CX QA Engineer - Technology-based

Shabih Ahmed Arif
Partner Actuarial Consulting - Prima Consulting

Jin
Mr - Myoung-ji

Emma Lau
Data architect - open society

Wojciech Kowalczyk
System Analyst - Institute for Innovative Educational Technologies/ Instytut Innowacyjnych Technologii Edukacyjnych

Lisel Engelbrecht
Executive Head - -

Steve Dorward
Enterprise Architect -

Rachel Quirk
PhD - Machine Learning

Brent Lassi
CISO - Emplifi.io

Richard Cowell
Infrastructure engineer -

Anthony Corliss

Andrew Csizmadia
Senior Lecturer in Computer Science - Newman University

Dasol Hong
CEO - TechToolkit

Alison McDougall-Weil
Previously Google Senior UXR, Research Lead. University of Cambridge. University of Oxford. -

Maraki Aberman
Statistics - Technology

Ms. D Carpenzano
Engineer - Artifical Intelligence

Kristina Podnar
Digital Policy Consultant - NativeTrust Consulting, LLC

Carolina Aguerre
Professor - Universidad Católica del Uruguay

L Brown
Data and AI - Stanford

Ibrahim Akar
Solutions Architect - Citi

Eleanore Carson

Nandakishor Reddy Pulagam
Senior Professional Data Scientist -

Marc Atherton
Partner -

Jayden Macdonald
Masters Student, Researching Ethical AI Practices - Tsinghua University

Kathrin Cresswell
Senior Lecturer - University of Edinburgh

Charlie Wilson
Founder - RUE

Sophie Carr
CEO & Founder - Octoped Tutor

John burnam
Founder - Redfern analytics

Louis Coiffait-Gunn
Director of Policy and Public Affairs - Publishers Association

alec horsman
Creative director - Eightcreate

Shaun Hides
Dean of Faculty - Coventry University

Dr Nick Bradshaw
Founder - South African AI Association (SAAIA)

Rainer Bock
Director - Sharp Intake of Breath

Patrick Wall
Creative Technology Director -

Nestor Albuquerque
IT Consultant - DFM Consulting

Dylan Mouratsing
Global Chief Data Officer - mSix&Partners The&Partnership

Cristian
developer - -

Nicholas Oatridge
Director - FOS Ltd

Hugo Lebus
EdTech Specialist -

Khesha Patel
Equality, Diversity, Equity and Inclusion Project Manager - PA Media

Rob Healey
CEO - Formiti Data International UK

Nick Fox
Mr - Lead data architect, Emerald Publishing

Per Axbom
Design Strategist, Teacher and Digital Ethics Advocate - Independent

Anne-Marie Eklund Löwinder
Founder & CEO - Amelsec

Deepti Karan Weiss
Disability Inclusive Development Practitioner - Independent Consultant

Romie Kind
Creative Industries - Swissnex in SF

Steve Dorward
Enterprise Architect -

Lucy K Wills
Founder - Health Heard

Stanley Sebastian Joseph
Chief Technology Officer - AyataCommerce

Daniel Situnayake
Head of Machine Learning - Edge Impulse Inc.

Caroline Ball
Academic Librarian - University of Derby

Neil Raden
Managing Partner - Hired Brains Research

Timothy Wiles
Technical Director -

Raziq Rauf
Writer - Independent

Dr. Nigel Rata
CISO - Royal Holloway University of London

Farhad Khadim
Privacy Specialist - Centennial College

Debra J Farber
Privacy & Ethical Tech Advisor - Shifting Privacy Left

Mike de Sousa
Content Philanthropist: Writer, Composer, Artist. - Art Lover VIP

Maria Sourbati
Senior lecturer and AGEAI project lead, University of Brighton, UK - University of Brighton

Heather Walker

Ivana Bartoletti
Privacy professional, author and Founder, Women Leading in AI Network -

Michael Levitz
Business Development - IV.AI

Emma Chau

Mario Zaharioudakis
Entrepreneur - Restaurant Business, Previously in Fintech

Peter Warren
Editor - www.futureintelligence.co.uk

Graham Ockhuizen

Nathaniel Hansen
Director - The Socializers

Leah Piper
senior risk manager -

Inge H A Pettersen
Mr. - Equinor

Steven Garner
Founder, Grandeo Limited - AI Ethics and Due Diligence

Christian DEPLANTE
Dr - EAGE

Liam Ried
Software Enginner - Enzai Technologies

Tom Clark
Founder - Associate

Deborah Y
Data Governance Lead - DAMA UK

Christopher Neal
President - OwlTree Logic

Eddie Harrison
Mr -

Sam Black
Executive Director of Delivery - The Skills Network

subhas patel
Digital Innovation Consultant -

Mark Pearce
Architect, Developer, Author, Director - Delta Capita

Mikkel Bue Lykkegaard
Dr - digiLab

Michael Buisman
Strategic Solutions - Data & AI - Independent Thinker in AI

Philip Morris
Head of Business Development (Videogames), Europe -

Rikhu Surya
Software Engineer -

Joshua Bailey
Data Scientist - Relative Insight

Xiao Yang
University of Edinburgh

Mark Humphries
Chair - DAMA UK

Steve Hulme

Traian Mihaescu
Professor - Universitatea de Medicina și Farmacie "Grigore T Popa" Iași

Meta
Mr. - Citizen

Ravinder Singh
Dr - Government

Nishal RAMADAS
CEO - Hy-Met

Daniel Reece
Senior Manager Application Security - Burberry. ex-IBM.

Mark Lynch
CEO & Founder -

kieran Billingham
Senior Data Scientist - University of Bristol

Mohamed Rizal Yacob
Strategic Research Consultant -

Gosia Wojas
Artist -

TehminaGM
Ms -

Paul Fryer
Mr - Founder & CEO - it.fit

Jack Oonk
Mr. - Food for All Charity

Susana Domingos

paul stewart fryer
mr - interested

Emma Shapiro
Editor-At-Large - Don't Delete Art

Gerd Leonhard
CEO - RSA

Adrian Timberlake
Mr - Researcher and Developer of AI Edge solutions

Alan Nye
Mr - The World

Alex Marples
COO and Practitioner -

Jennie Terry
Ms - human being

Sue Turner
Founder - AI Governance Limited

Cyrus Hodes
Co-founder - AIGC Chain

Paul Excell
Chair - AI4C

Shoshana Bloom
Ms - Equiti Health Limited

DJ Jones
Chief Product Officer -

Kassim Mwitondi
AI/ML Developer - Sheffield Hallam University

Richard McNeil
Mr. - Writer

Waqar Ahmed Riaz
Writer, Digital Mentor - ex Unilever, ex Samsung Group -

Patricia Lee
ANN - Specialist

Nikita Samarin
Privacy Researcher - University of California, Berkeley

Tim Shepard
Compsci - Cambridge

Daniela Pinto
Database Administrator - N/A

W Watts
- - OASIS User Council

Catherine Keegan
Legal representation - Civil Society

Mohammed
Dr - Consultant engineer

Lizzy Harris

Taher Aboueleid
Vice-president at the court of appeal - Egypt - Ministry of justice

Anupam Singh

Todd E. Pierce
Attorney/Free Speech Advocate - Project for the Study of American Militarism

Mehrab
Head of Strategy - LedgerFi.io

Marcelle Roubanian
CMO - Technology/AI/ML, Future Thinking

Michael King

Mariana Moura Santos
Founder - Chicas Poderosas INC

Omar Farooq Hussain
CEO - MangoGTM Group LLC

Mohamed Sadek
FOUNDER - com-iot technologies

Shail Khiyara
President & COO - AI Thought Leader, Operator, Board Member

Faran Dilshad Qureshi
Managing Director - IT industry

Haythem Hammour
Cybersecurity Product Marekting Manager - Splunk

Rayhan TAJI
CEO Supernovae - Saeed Al Dhaheri

Ahmed Sibari
Mr - Emotech Ltd

Steve McNeil
Statistician - Messy data

Xrisi Efstratiou
AI modeling - LLM

Mariana Solano
Data Scientist - -

Ana Paula Moritz
PhD student - University College Dublin

James W
US Federal Employee

Tara Maritzer

Silvana Fumega
Project Director - Global Data Barometer

Kemly Camacho
General Coordinator - Cooperativa Sulá Batsú

Martin Gould
Director of Research - Global Initiative for Inclusive Information Communication Technologies

David Wearing
PhD and European Patent Attorney - Independent

Corey Cohen
N/A - N/A

Viktoriia Antonova
Senior System Analyst MDM - JSC Tander

Oliver Gale
CEO - Panther protocol

Stan
CEO - Xrom Group

Cloélia Tissier

César Rosales
Consultant on technology and democracy - Multilateral organizations

Serene
Concert Pianist | Founder - Snowstorm

Celsus Tushabe
Engineer - Uganda

Tiffany Greenidge
- - -

Giovanna Ochoa
Marketing IV - -

Mathieu Leclerc

Chris Kelly
Human Rights Researcher - NGO

Sam Marshall
PhD - Machine Learning

Esther Kiernan
Archivist - Human Rights

john bowsher
analyst - finance

Anna Cooper
100% DL nerd - Medical AI

Mona
Mariam -

Bassem
Product Development Manager -

Brynn Kelly
machine learning/data science - Multiple

Michael Gaio
Founder - Mythic Systems

Eduardo Paz
Dev Lead - FOSS

Waltzer
Coder - Things Linux

Jake Cohen
Academia - (Suspicious of robots)

Derek Lackey
Managing Director -

Priah (Priya) Shah
Statistician - Silicon Valley escapee

Prajesh K
Data Scientist - Indian Institute of Science

Joseph O'Brien
NN/DL architect - Sometime Google

Justin
Mac - Software Engineer

Zoe Moran
Compsci - N/A

Shawn Ford
Incident response and privacy lawyer - Henri & Wolf

Douglas
Student - Medicine

Seka Isaac
Data Scientist - Caltech

Logose Dorcus Laura
Student -

Lumu Mahad
Student - Computing

Henry Tumusiime
Student - Fine Arts

Nsubuga Ronald Kalinzi
Computer Science student - Bachelors of Computing

Ssentongo Daglus
Dev - LCC

Rhoda Najjuma Kuteesa
Student - Petroleum Geoscience

Namigadde Martinah
Student - Social Sciences

Muyambi Jordan
Developer - Telecommunication engineering

Mbaziira Owen
Computer Scientist - Department of AI, KYU

Frank Muller
Director - Data Science

Kathryn Body
PhD - University of Bristol

Kirill Markin
Head of AI Lab - SOAX

Emily Fi
game dev - various companies

Annie Machon
WEDF board member, author, ex-MI5 - WEDF, Sam Adams Associates

Zenia Tata
CEO - Zenia Tara inc

Faisal Saeed Al Mutar
Founder and President of Ideas Beyond Borders -

ruth bonet
data scientist -

Namanya swaibu
Mr. -

Andrew Mukago
Student - Computer Science, KIU

Ihangu Derrick
Mr - Civil engineering

Akoragye Meryel
Student - Tech and Society

Tawoda Edmon
Documentalist - Civil Society

Natumanya Omega
Student - Civil Engineering

Kamugisha Steven
Engineer - Flexi home engineer kampala

Colin Delamere
mr -

Kamugisha Steven
Engineer - Machine Learning

Nuwagaba Demiano
Student - AI and Business

KARIGIRWA BRENDAH
Social work and social administration - NAMUGONGO

Tehond edmod
Journalist - Jinja

Steven Owomugisha
Student - Medicine student at KIU

Abdou MFOPA P.
Chief Executive Officer & Founder - CamOne Sarl - Cameroon

Joshua Long
Head of Marketing - Mojeek

Nakato Daphine
Student - Journalism and Mass Communication

Francisco Brito
Chief Data Officer - IV.AI

James Sellmann
Dean - University of Guam

Wadada Kennedy
Student - -

Twesigye Ian
Student - Anglican

Kizza
Postgraduate - Machine Learning

Nicholas Tusime
Studend - Computer science,Makerere University-uganda

Ainomugisha Wasswa
Professor - Procurement & Logistics

Naluyima Shakirah
Student - Kiu

Obadiah Eric
Student - -

Wojciech Bednaruk
Human - Humanity

Chase Kyazike
Researcher - Media company

Frank Aine
Journalist, News Editor - East Africa

Nagawa
Data Scientist - Cosmology

Sserwadda Moses
Developer - Dalaware construction company

Miria Wanyeze
Teacher - Godmark High school Mukon

Sali paskale
Engineer - IT technician

Kaliisa Gonzaga
Student - Technology, Kenya

Kamugumya Taison
Lead at jeebflims - Mbarara

Karungi medrine
Law student - UCU

Ainebyona Mark
Journalist - Socioeconomics

Kaboggoza Ronald
Professor - Medicine

Katasi Evelyn Elizabeth
Student - Nsambya Medical School

Arun Marsh
Founder - AMP video

Omirambe James
Journalist - Impact Pictures

Kelly Tumwesigye
Student - Makerere University

Mike Tumwesigye
Developer - JAT Properties

Nabbaale Deniz
Student - Medicine

Ssekabira Ronald
Engineer - -

Phillip Kyohirwe
CEO, Prof. - Care Club Malaba

Onen Pius
Photographer - Cinelab Akademie

Kizza Desire
Nurse-Kbg -

Kizza Desire
Medical Practice - -

Daglas Mukiibi
Student - Kyambogo University

Daglas Mukiibi
Student - Kyambogo University

Ayebare Dorothy
Student - KU

Dakota Hart
Student - University of Oxford / Sarah Lawrence College

Chris Ssema
student - Busitema University

Gideon
Student - Lubaga Medical School

Kivumbi Nasser Sultan
Student - IUIU KC University

Nayiga Gloria
Developer - Luweero Information and Communication centre

Denis Ongu
Professor - Gulu University

Philippe van Nedervelde
CEO & Founder - E-SPACES

John Mujuni
Professor - Kabale University

Onesmus Ayinebyona
Student - Electrical Engineering

Anyijukire Onesmus
AI engineer - Galaxy tech- Gulu branch,uganda

Toni
founder of a design studio - Contributer

Arinda Allan
Developer - Ginx tech-uganda

Anitah Bamukunda
Student - IT

Emmanuel Mugabe
University Student - -

Ariho Patience
Data scientist - SMI-Kabale main branch

Tusiime Frank
Student - Central Uganda

Kawuma Isaac
University Student - Department of Economics

Ikiriza Ngabirano
Developer - Manson tech-iganga

Nampala Rebecca
Student - Fashion and design , YMCA

Juma Shabul
AI engineer - Ibanda-uganda

Amwiine Albert
Developer - AMS - fortportal branch

Nabaggala Joviah
Student - Neural Networks

Jogoo Luis
PhD - Risk Identification and Mitigation

Nabaggala Joviah
Student -

Derrick kamugisha
AI engineer - Mbalaba-kenya

Ntege Joshua
Student - Bachelor of commerce

Joshua Mugabi
Student

Groot Baker
Professor - Mubs main campus

Aine Romeo
Developer - Pullux groups- Lira branch

Nagasha john
Civil engineer - IT department

Aine Bashemera
Student - Science and Technology - Kyambogo University

Corey Eastwood
Bookstore Owner - Human Relations Bookstore, Brooklyn

Brian Mugalula
Student - Makerere University

Ashemeza
developer - AI

Lindah
- - Business administration

Ashemeza
developer - masindi

Mercy kushaba
Developer - Smart X - Mukono

Hope Avery
Lawyer - Law

Nicholas Mugwanya
Medical Student - Kabale School of Medicine - Western Uganda

Vicent Kitonsa
Student - Logistics

Patrick Yiga
Student - KYU- civil engineering

Sammy_c_cashi
Producer - Music

Martha Ainomuwhezi
Electrical engineer - Tororo-uganda

Nahula Eunice
Data scientist - Delux group - Mbale

Jon Martin
Models - Data / AI

Kitandwe Andrew Gideon
Managing director - GREEN LAND HUMAN RESOURCE CONSULTANCY

Kisha
Academic researcher - Federal University of Technology, Owerri, Nigeria

Rosemary
Student - University, Kenya

Henrination Andromeda
Data scientist - Boda Boda banja

Mugasha Keneth
Logistics and Management - Oskan Foods

david bush
Students - Makerere University Kampala Uganda

Immaculate
Professor - African Union

Morris Ainembabazi
AI engineer - Kampala-uganda

Daniel Musinguzi
Director - PRA - UGANDA

Edgar Umeri
Student - KCL

Sylivia Mubangizi
Student - MUST

Mulwanyi Kefah
Developer - Kampala

Patrick Arinda
AI engineer - Uganda

Brian
Student - Rwanda

Joseph Ssebunya
Data scientist - Uganda

Amia Gift
Developer - Kampala

Bugton Didus
AI engineer - Kampala

Ubaldo Arinda
AI engineer - Kampala

Eunice
Developer - Mbarara

Pascal
Student - Mbarara

Vee
Developer - Kampala

Paolo Bianchi
Machine Learning - University of Milan

Mukundane andrew
Student - MUBS

Kaima
Full Stack Developer - Jinja

KYOMUHENDO peace
Student - Mengo

Ahebwe
Developer - Kampala

Wandera Henry
Data scientist - Verma co

Deborah Olukan
PhD Student - University of Leeds

Tumwebaze geofrey
Journalist - Uganda

Pamela
Student - Banda

Jonathan Grace, Serugga
Student - U Delaware

John Phillip Ibanez
Head of Engineering - APAC - IV.AI

Frank Wei
Data analyst - Environmental Science

Jacob Masoudi
Full Stack Engineer - IV.AI

Leah Arsenault
Data Analyst - IV.AI

Justin Catino
VP Strategy and Analytics - IV.AI

JEROME ASILO
Fullstack Developer - IV.AI

James Keinerugaba
Scientist - Uganda

Cherry
Sales - IV.AI

Darius Ariho
CEO - JAT Properties

Brian Bills
Developer - Uganda

Medard
Journalist - Uganda

Federico
VP Operations - iv.ai

Jeff Mugerwa
Developer - Eminent- Uganda

Uri Fernandez
EVP Global Operations -

akamumpa
student - kampala

Martin
Faryy - Engineer

Innocent Tumwesigye
Student - Makerere University-Uganda

Ampaire
Student -

Rhodes Atukwase
Developer - Child Network Organization

Ashley Mann
Machine Learning - \o/

1407
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