Group Relative Policy Optimization (GRPO) Illustrated Breakdown & Explanation
Author(s): Ebrahim Pichka Originally published on Towards AI. A simplified intro to GRPO, an efficient policy optimization method used for LLM reasoning training This member-only story is on us. Upgrade to access all of Medium. Reinforcement Learning (RL) has emerged as a …
DeepSeek Fine-Tuning Made Simple: Create Custom AI Models with Python
Author(s): Krishan Walia Originally published on Towards AI. Learn to fine-tune the DeepSeek R1 model for all your use cases. This member-only story is on us. Upgrade to access all of Medium. Not a member?Access the full article here (and don’t forget …
Building End-to-End Machine Learning Projects: From Data to Deployment
Author(s): Aleti Adarsh Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Have you ever stood at the edge of a mountain, looking down, unsure of how to take the first step? That’s exactly …
Rotating Box Challenge: Why OpenAI GPT Beat DeepSeek and Qwen2.5 Hands Down
Author(s): Tarun Singh Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Imagine a rotating box. Inside it, a ball bounces around, striking the walls, defying gravity, and never stepping out of bounds. Sounds …
Important Computer Vision Papers for the Week from 20/01 to 26/01
Author(s): Youssef Hosni Originally published on Towards AI. Stay Updated with Recent Computer Vision Research This member-only story is on us. Upgrade to access all of Medium. Every week, researchers from top research labs, companies, and universities publish exciting breakthroughs in diffusion …
RAG vs. CAG : Can Cache-Augmented Generation Really Replace Retrieval?
Author(s): Alden Do Rosario Originally published on Towards AI. A recent VentureBeat article highlights a new Cache-Augmented Generation (CAG) method that promises no retrieval overhead and even better performance than Retrieval-Augmented Generation (RAG). Sounds too good to be true? We decided to …
AI Isn’t ‘Hitting A Wall.” Here Is Why
Author(s): Rafe Brena, Ph.D. Originally published on Towards AI. What does DeepSeek have to do with it? This member-only story is on us. Upgrade to access all of Medium. Image by the author with ChatGPT Opinions about the future of AI couldn’t …
A 1953 Sci-Fi Story Predicted Today’s Hottest AI Topics
Author(s): Yasameen Thaer Originally published on Towards AI. A timeless tale about the moral implications of rapid technological advancement. This member-only story is on us. Upgrade to access all of Medium. “Admit that we were wrong trying to cure human problems by …
#60: DeepSeek, CAG, and the Future of AI Reasoning
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts! The last two weeks in AI have been all about Deepseek-R1. So this week’s issue includes resources and discussions on that, along with emerging techniques such as CAG, …
Create an Adaptive Customer Behavior Analytics Dashboard with Claude AI and Python
Author(s): Adnan Siddiqi Originally published on Towards AI. In my previous post, I introduced OpenAI’s image APIs and used them to create avatars. Today, I’m diving into another LLM service, ClaudeAI, which has gained traction for its speed and sharp analytical responses. …
DeepSeek R1 Distilled Models in Ollama: Not What You Think
Author(s): Kshitij Darwhekar Originally published on Towards AI. DeepSeek R1’s distilled models in Ollama sound like smaller versions of the original, but are they really? This member-only story is on us. Upgrade to access all of Medium. AI-generated using ChatGPT by Author …
Event-Driven Prediction: Expanding Mamba State Space Models for Conditional Forecasting
Author(s): Shenggang Li Originally published on Towards AI. A Novel Approach Combining Markov Decision Theory and Neural State Space Models for Stock Price Prediction This member-only story is on us. Upgrade to access all of Medium. Photo by Ella Jardim on Unsplash …
MongoRAG: Leveraging MongoDB Atlas as a Vector Database with Databricks-Deployed Embedding Model and LLMs for Retrieval-Augmented Generation
Author(s): Dwaipayan Bandyopadhyay Originally published on Towards AI. Today, in this article, I will give a detailed walkthrough about how we can leverage MongoDB’s own Atlas as a Vector Search Index and Embedding model and LLM served as an endpoint in the …
Scikit-learn from A to Z: The Complete Guide to Mastering Machine Learning in Python
Author(s): Aleti Adarsh Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. We have seen how Machine learning has revolutionized industries across the globe during the past decade, and Python has emerged as the …
How DeepSeek Cuts AI Costs: From Homegrown Tech to Desert Power
Author(s): Don Lim Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. DeepSeek doesn’t rely on NVIDIA chips for inference. They also don’t solely use Western AI development frameworks like PyTorch and TensorFlow. This …
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