Sonny Jaura, PhD
@Machine_Enginee
Connecting with people to expand my ML network.
Physics-Informed Neural Networks and Neural Operators for Parametric PDEs: A Human-AI Collaborative Analysis ift.tt/EKok564
I'm teaching a new "Intro to Modern AI" course at CMU this Spring: modernaicourse.org. It's an early-undergrad course on how to build a chatbot from scratch (well, from PyTorch). The course name has bothered some people – "AI" usually means something much broader in academic…
Google just dropped a new 50-page doc on building agents that actually work in the real world. it's a fast introduction to the theory of what you must know about agents. It covers: → core agent architecture → LLM (the brain behind agents) → tools (the hands of the agents) →…
Ilya Sutskever "Three lines of math can prove all of supervised learning" (4:33) "I have not seen an exposition of unsupervised learning that I found satisfying" (7:50) Optimization objective has little relation to the actual objective you care about! youtube.com/watch?v=AKMuA_…
If you can complete Stanford’s CS229, CS231n and CS224N assignments, you can design production-grade ML systems ❱❱❱❱ The courses are public. Cost: $0.
New arXiv paper: HYDRA introduces a dual “exponentiated” memory for multivariate time series that operates along both time and variate dimensions. Built on a meta in-context memory (EGD-MEMORY), HYDRA prioritizes surprising patterns and sparsifies what it stores—aiming to…
First Principles Thinking for Data Scientists The mindset that turns good data scientists into great ones linkedin.com/feed/update/ur…
here's my slides and code from "Build Your Own Coding Assistant with DSPy" docs.google.com/presentation/d… github.com/joelgrus/pysan…
🚨 We're only HOURS away from the very first half day #python conference in San Antonio! Do you have your ticket yet for #PySanAntonio2025 on Nov 8th? 🐍 Be sure to grab yours TODAY from here: buff.ly/P1bwNNH
Agency > Intelligence I had this intuitively wrong for decades, I think due to a pervasive cultural veneration of intelligence, various entertainment/media, obsession with IQ etc. Agency is significantly more powerful and significantly more scarce. Are you hiring for agency? Are…
I love patterns.. Patterns help you solve similar problems using battle tested solutions, reducing overall time to solution. Most of the times they help you avoid reinventing the wheel, and sometimes give you a "canvas" to be creative. I have talked about Patterns of…
Free MCP(Model Context Protocol) Course from Microsoft. Link in comment.
I gave three examples from recent work with my team at FAIR: Abstention-Bench (for uncertainty estimation), AgentDAM (privacy) and WASP (security). Abstention-Bench: arxiv.org/abs/2506.09038 AgentDAM: arxiv.org/abs/2503.09780 WASP: arxiv.org/abs/2504.18575 @polkirichenko…
👀 Animals have been assigned. Scheduled to print fall 2026! We have iterated on this with over 3k students (and continue to do so). We give our students access to the full draft as part of our evals course (link in bio).
Stream processing engine using SQL, DuckDB, and Apache Arrow
See the latest book from @AltoValentina, released by @PacktDataML at amzn.to/4p98LYl "AI Agents in Practice — Design, Implement, and Scale Autonomous #AI Systems for Production" Book Description (from Amazon): As AI agents evolve to take on complex tasks and operate…
if you want to learn why matrices are beautiful, read this
ForecastGAN: A Decomposition-Based Adversarial Framework for Multi-Horizon Time Series Forecasting ift.tt/N5wS4Dg
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