Surajit Deb Barma
@surajitdb
Teacher and Researcher in AI and ML . Machine learning application in time series data, Geoinformatics, Climatology, Probabilistic forecasting, Hydrology.
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Stanford just pulled off something wild 🤯 They made models smarter without touching a single weight. The paper’s called Agentic Context Engineering (ACE), and it flips the whole fine-tuning playbook. Instead of retraining, the model rewrites itself. It runs a feedback loop…
Google is releasing a 5-Day AI Agents course on Kaggle. Their last course had over 420,000 learners. This one covers: > Agents and their architectures > Tools & MCP integration > Context Engineering > Evaluating the quality of agents > Prototype to Production
Microsoft just killed the GPU mafia! 🤯 They've open-sourced bitnet.cpp, a blazing-fast 1-bit LLM inference framework optimized for CPUs. This is a major step forward for running large models locally, without expensive GPUs or cloud costs. Demo app + repo + paper in 🧵 ↓
🚀 Introducing 𝐀𝐠𝐞𝐧𝐭 𝐒3, the most advanced computer-use agent, now 𝐚𝐩𝐩𝐫𝐨𝐚𝐜𝐡𝐢𝐧𝐠 𝐡𝐮𝐦𝐚𝐧-𝐥𝐞𝐯𝐞𝐥 𝐩𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞🧠💻 Just one year ago, Agent S scored ~20% on OSWorld: SOTA then, but far from human 72%. Today, Agent S3 reaches 6̳9̳.̳9̳%̳ (⬆10% over…
GeoAI Made Easy: Learn the Python Package Step-by-Step (Beginner Friendly) In this beginner-friendly tutorial, you'll learn how to use the powerful GeoAI Python package to detect buildings and other objects from satellite imagery — step by step. Whether you're new to GeoAI or…
People often ask how did the Unitree robots get so good all of a sudden. It wasn't all of a sudden, and it's because they ship their hardware and open source their SDKs. Arguably these robots are nearly useless out of the box, but you have full dev control of them. Because of…
Looking for a systematic hydrometeorological dataset for Indian catchments? Join us for CAMELS-IND workshop at #IAHS2025 at @iitroorkee. Details: iahs2025.com/SECAMELS Register: forms.gle/9yhiDVFPfWrZLn… @pankaj_iisc @nikk_mn @IAHS_AISH @ShailzaSha41025
Farewell ARIMA, it’s been a good run. Meet the newcomer on the scene: AR-KAN. #timeseries #forecasting arxiv.org/pdf/2509.02967
Excited to launch "Novix"🚀, our PhD-level AI-Scientist designed for autonomous scientific discovery. Novix revolutionizes research workflows through comprehensive capabilities spanning: deep research, innovative ideation, intelligent coding, advanced data analysis, automated…
A Gentle Introduction to Bayesian Regression machinelearningmastery.com/a-gentle-intro…
Anthropic continues to crush it with these guides. This is a good example of what context engineering involves.
NN-SVG: Create neural network architecture drawings parametrically! Export them to SVG files and use them in your work!
At MIT, I learned about RNNs in my NLP class with Prof. Michael Collins. He built a model from my keystrokes to predict who I was. To me, it felt like a magic box. Years later, when I had to teach RNNs, I forced myself to go inside the box. ⬇️ Download: byhand.ai/rnn…
Let's Learn MCP with Python - Tutorial Series Here's your comprehensive guide to understanding and building Model Context Protocol (MCP) Servers for Python developers through interactive learning experiences. Repo readme: msft.it/6014sR9Pk
Couldn't resist. Here's a pure PyTorch from-scratch re-implementation of Gemma 3 270M in a Jupyter Notebook (uses about 1.49 GB RAM): github.com/rasbt/LLMs-fro…
Gemma 3 270M! Great to see another awesome, small open-weight LLM for local tinkering. Here's a side-by-side comparison with Qwen3. Biggest surprise that it only has 4 attention heads!
What Does Stochastic Mean in Machine Learning? machinelearningmastery.com/stochastic-in-…
Meta just released DINOv3, a generalist, state-of-the-art computer vision model trained with SSL that produces superior high-resolution visual features. Blog post: ai.meta.com/blog/dinov3-se… GitHub: github.com/facebookresear…
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