Can LLMs Truly Think Outside the Box?
Author(s): Max Shap Originally published on Towards AI. Image by author I was surprised to hear from a few friends that some tech companies still include puzzles in their interview process β or even dedicate a full 45-minute session β asking candidates …
Fine-tuning Embeddings for RAG applications
Author(s): Anuar Sharafudinov Originally published on Towards AI. Credits: GPT4o The rise of the Retrieval-Augmented Generation (RAG) has revolutionized how we build intelligent applications. At its core, RAG is all about efficiently turning large chunks of text into actionable embeddings and then …
I Completed The CrewAI Course: Simplified to 4 Minutes
Author(s): Savvas Theocharous Originally published on Towards AI. The simplest how to build an AI Agent. This member-only story is on us. Upgrade to access all of Medium. Source: Created by Author on Canva. Word around was that CrewAI is the best …
AI Mathematicians: How LLMs Are Redefining Mathematics
Author(s): Adit Sheth Originally published on Towards AI. What if a computer could discover mathematical patterns, prove theorems, and solve mysteries that have puzzled humanity for centuries? Welcome to the age of AI-powered mathematics, where Large Language Models (LLMs), like ChatGPT, arenβt …
Q Learning β Deep Reinforcement Learning
Author(s): Sarvesh Khetan Originally published on Towards AI. Table of Contents Problem Statement Value Functions Q Learning3.a. Theory3.b. Code3.c. Problems with Q Learning V Learning Resources Problem Statement Letβs say our model is trying to play ping pong and is currently in …
When ChatGPTβs Web Search Fails: Lessons for Data-Driven Decision Making
Author(s): Ori Abramovsky Originally published on Towards AI. Photo by Omar Ramadan ChatGPT recently gained a game-changing capability: web search. This new feature allows the model to incorporate up-to-date data from the web into its responses, unlocking an incredible range of possibilities. …
Decoding Ponzi Schemes with Math and AI
Author(s): Shenggang Li Originally published on Towards AI. Experiments in Action: Unveiling Hidden Trends in Stocks and Markets Using Mamba Neural Networks This member-only story is on us. Upgrade to access all of Medium. Photo by Guenifi Ouassim on Unsplash Imagine this: …
Multi-Agent AI: From Isolated Agents to Cooperative Ecosystems
Author(s): Kaushik Rajan Originally published on Towards AI. A mechanism design framework for reducing conflict and boosting trust in multi-agent AI This member-only story is on us. Upgrade to access all of Medium. Image created by the author using Generative AI (Imagen …
Inside rStar-Math, a Technique that Makes Small Models Math GPT-o1 in Math Reasoning
Author(s): Jesus Rodriguez Originally published on Towards AI. Inside rStar-Math, a Technique that Makes Small Models Math GPT-o1 in Math Reasoning Created Using Midjourney I recently started an AI-focused educational newsletter, that already has over 175,000 subscribers. TheSequence is a no-BS (meaning …
Multi-Class Classification VS Multi-Label Classification
Author(s): Harshit Dawar Originally published on Towards AI. This blog aims to clearly distinguish the two most simultaneously used terminologies, yet very different from each other: βMulti-Label Classificationβ & βMulti-Class Classification!β This member-only story is on us. Upgrade to access all of …
Integrating Apache Beam SDK Harness as Sidecars: A Proven Architecture with Codebase
Author(s): Mahmudur R Manna Originally published on Towards AI. Deploying Python Jobs on Flink Servers in Kubernetes with MinIOSource: Image by Author using AI This member-only story is on us. Upgrade to access all of Medium. Link for Non-Members: Running Apache Beam …
Data Scientists, Don’t OverlookΒ log1p
Author(s): Suraj Jha Originally published on Towards AI. Master Smoother Transformations and Tame Exponential Data Like a Pro This member-only story is on us. Upgrade to access all of Medium. Image By Author Data Scaling is one of the crucial steps for …
The Rise Of Reasoner Models: Scaling Test-Time Compute
Author(s): Roger Oriol Originally published on Towards AI. Le Penseur (1904) in the MusΓ©e Rodin in Paris. Picture by CrisNYCa β Wikipedia. Introduction A new kind of LLM has recently been popping out everywhere: Reasoner models. Kickstarted by OpenAIβs o1 and o3, …
This LLM-Based Recommendation System is Insane
Author(s): Ashu Jain Originally published on Towards AI. What Makes Walmartβs TMF Breakthrough a Must-Know Innovation This member-only story is on us. Upgrade to access all of Medium. Source: Lexica Art Triple Modality Fusion (TMF) is a state-of-the-art technology that fuses visual, …
Hierarchical-Graph RAG for Medical Research
Author(s): Michael Shapiro MD MSc Originally published on Towards AI. Leveraging hierarchical graph structures for effective retrieval This member-only story is on us. Upgrade to access all of Medium. In a previous article, I demonstrated how a basic Retrieval-Augmented Generation (RAG) model …