Mathematician & AI/ML Researcher
ML Math Lead @ Cohere Labs
Published Author, #1 Best Seller "Beneath Enemy Skies" Amazon
Check out my math YouTube channel
Good AI governance should enable responsible adoption, not simply restrict it.
My latest article for @TheAIJournal1 explores why practical guardrails, AI literacy & accountability matter as AI becomes embedded in everyday work.
https://t.co/uwpwcCxlwH
#AI#Math#Learn#STEM
Our community-led ML Math group is excited to welcome back DEBJYOTI PAUL for an insightful session focused on "The mathematics behind transformer and attention mechanism" 🔢
Be sure to join us on Monday, September 21: https://t.co/1Do4I645HR
Thanks to @KatrinaL2899 for organizing this event!
Thanks @neofinancial for inviting me to speak on your podcast! We reveal what is going on with AI phishing scams, deepfakes and voice cloning targeting everyday Canadians. Watch to learn simple verification tricks and how to navigate AI tools responsibly.
https://t.co/QokCykHwul
A huge shoutout to everyone who attended ML Summer School 2026 and to our incredible Community Leads who helped make it all possible! 💙
Over the past two weeks, thousands of learners from around the world came together to explore machine learning. Special thanks to our community leads @KanwalMehreen2, @PrahithaM, @SidYaeger, @Rafay_Mustafa1, Anu Adesina, @VivekS100, @AhmadMustafaAn1, @_1024_m, and @KatrinaL2899 for coordinating speakers and hosting sessions.
Missed a session or want to revisit your favorites? You can watch the full playlist here: https://t.co/AK6uavJ5Q9
One of my favourite things about teaching AI is showing that the math isn't there to make ML harder, it's what makes it understandable.
Check out my ML Math presentation for @Cohere_Labs ML Summer School - covering calculus & linear algbebra:
https://t.co/lF1I4KYzHP
#math#ML
Ever wondered about the math that powers machine learning? I will be kicking off @Cohere_Labs ML Summer School with a ML Math session! We will be covering calculus, linear algebra and the foundations of algorithm building. See you there
#math#MachineLearning#AI#stem#education
Did you know our Open Science community has an ML Math group led by @KatrinaL2899 and @neel_ghoshal? 🔢
This group dives into the math that powers machine learning and deep learning, exploring topics like Implicit Differentiation, Gradient vs Jacobian vs Hessian Matrix, Solving Equations Analytically vs Numerically and many more!
Whether you're brushing up on fundamentals or digging deeper into the math behind AI and LLMs, all skill levels are welcome. ✨
📹 Check out some of their resources including these ones on YouTube:
https://t.co/9wiFPy5zrm
https://t.co/JGnBJKgJ77
Let's get studious. 🏫
This month, the Cohere Labs Open Science Community ML Summer School returns! Join us to be part of a global community exploring the future of ML and hear from speakers across the industry.
Register to save your spot today: https://t.co/kl8pzgFA3n
We're looking forward to welcoming @_amirbar, Elizabeth Lingg, @irombie, Julia Kreutzer, @KatrinaL2899, Laurie Voss, @maximelabonne, @itsNVA7, @PuyuanPeng , @_1024_m, @SidYaeger, @SreyanG, Tushar Udeshi, Vivian White, Yash Mali 🔥
A huge thank you to our community leads for organizing this program @AhmadMustafaAn1, @Rafay_Mustafa1, @KanwalMehreen2, @PrahithaM, Anu Adesina, @VivekS100, and @rahul_narava! ✨
Excited to share the open-source release of Fusion Aya Math Bench:
A multilingual mathematical reasoning benchmark built from olympiad-style problems through:
✅ Translation
✅ Q&A augmentation
✅ N-fusion
✅ Human verification
@Cohere_Labs
https://t.co/BpWRNv6znE
#ai#ml
It was a pleasure hosting @jedmaczan in the ML Math Community at @Cohere_Labs. Follow along if you're looking to learn more about the math that powers modern machine learning! #math#ml#ai#learn#stem
Uncover the hidden truth behind softmax functions with @jedmaczan 🔢 👀
Watch the full recording to dive into the computational insights:
Thanks to our ML Math program leads @KatrinaL2899 and @neel_ghoshal for hosting this session!
Our ML Math group is excited to host Debjyoti Paul for a session focused on "Softmax, Backprop, and the Autograd: The Hidden Machinery Behind Deep Learning" next week! 🎉
Learn more and join us for this insightful session: https://t.co/n1FvrErQyX
Thanks to community leads @KatrinaL2899 and @neel_ghoshal for organizing this event!
📆 Our Open Science Community is excited to host @jedmaczan for a session on "Online Softmax" next week on Monday, June 1st! https://t.co/QGT24tAaVC
Thanks to our Open Science community leads @KatrinaL2899 and @neel_ghoshal for organizing this event!
Modern ML optimizers aren’t just update rules, they’re sophisticated ways of navigating complex loss geometry. My latest video with @Cohere_Labs breaks down the evolution from SGD to OLion through the lens of Taylor approximations.
Watch here: https://t.co/DKa9dbw3JI
#AI#ML
Taylor Series aren’t just a calculus topic, they’re foundational to ML optimization. My latest video with @Cohere_Labs breaks down how local approximations of loss functions lead to Gradient Descent and Newton’s Method.
Watch here: https://t.co/EI5rbTK5lm
#MachineLearning#AI
This month, we’re celebrating the anniversaries of two Open Science Community Leads whose contributions continue to shape and strengthen our open science community.
It's been a pleasure leading the ML Math Group at @Cohere_Labs! Looking forward to a continued collaboration. If you're curious to learn more math, you can check out my YouTube channel: https://t.co/oYTpesE5N4
#math#MachineLearning#STEM#AI#learn
🔢 @KatrinaL2899 has been leading the ML Math Group for two years and brings so much enthusiasm to everything she does. From participating in multiple Expeditions to hosting one of our biggest ML Summer School sessions on math, Katrina’s passion for the field is clear. She’s even launched her own YouTube channel focused on all things math - an extension of the dedication she brings to the community.
Join our ML Math group for a presentation by Shuo Li Liu as they explore the coherence of AI preferences and what RLHF ranking methods reveal about consistency, rationality, and decision-making in modern AI systems.
Thanks to @KatrinaL2899 and @neel_ghoshal for organizing this event! 💫
Learn more: https://t.co/v1Bc6goi2O
Last week I led a session with @Cohere_Labs ML Math Community on Taylor Series, exploring what they are, the intuition behind them and why they remain one of the most powerful tools in applied math and ML.
➡️Check out the video here: https://t.co/gvLTHxqL2Q
#math#AI#ML#STEM