Data Leakage: Your 99% Accuracy Model is a Lie
Author(s): Rohan Mistry Originally published on Towards AI. Training Accuracy: 99%. Production Accuracy: 53%. Welcome to Data Leakage Hell. You spent 3 months building the perfect model. Source: Image by author.The article discusses the challenges of data leakage in machine learning, where …
LAI #96: From Building LLMs by Hand to Smarter Agent Patterns
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts! AI isn’t just about bigger models; it’s about building smarter, more trustworthy systems. This week, we start with the fundamentals: a step-by-step guide to creating an LLM from …
Generative AI: A Beginner's Viewpoint
Author(s): Rashmi Originally published on Towards AI. The GenAI Buzz: What It’s Like to Start Working in This Field Generative AI (GenAI) is a branch of AI that creates new content — text, code, images, audio, and video — by learning patterns …
LAI #95: Fine-Tuning RAG, Smarter Agents, and Tackling GPU Bottlenecks
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts, This week’s focus is on making AI systems more efficient and reliable, starting with the question of fine-tuning in RAG pipelines. When does it actually improve retrieval and …
How Soft Tokens Are Making AI Models 94% More Diverse at Reasoning
Author(s): MKWriteshere Originally published on Towards AI. Meta’s breakthrough lets language models think in continuous concepts instead of discrete words with zero computational overhead Current AI models think by choosing words. One word at a time. Like you’re navigating a maze by …
Beyond the Prompt: How Agentic AI Patterns Are Revolutionizing the Way We Work with LLMs 🤖✨
Author(s): MahendraMedapati Originally published on Towards AI. Who should read this? Picture this: You’re frantically typing yet another “perfect” prompt into ChatGPT, tweaking every word, adding more context, crossing your fingers that this time it’ll give you exactly what you need. Sound …
The 3-Level Prompting System That Transforms AI Into Your Ultimate Thinking Partner 🧠
Author(s): MahendraMedapati Originally published on Towards AI. The 3-Level Prompting System That Transforms AI Into Your Ultimate Thinking Partner 🧠 Have you ever asked ChatGPT a question and gotten back something that felt… meh? Like you knew the AI could do better, …
From Zero to $10K with AI Tools: My Journey in 90 Days
Author(s): Devrim Ozcay Originally published on Towards AI. From Zero to $10K with AI Tools: My Journey in 90 Days Three months ago, I was a skeptical developer rolling my eyes at another “AI will change everything” LinkedIn post. Today, I’m sitting …
Why AI Keeps Making Stuff Up: The Science Behind LLM Hallucinations 🧠
Author(s): MahendraMedapati Originally published on Towards AI. Hook: When Smart AI Says Dumb Things 🤯 Picture this: You’re using ChatGPT to research Adam Tauman Kalai’s birthday for a project. The AI confidently tells you it’s March 7th. You ask again to double-check …
LAI #94: Deep Learning Myths, Multi-Agent Frameworks, and Synthetic Data in Practice
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts, This week, we take a closer look at what deep learning really is — and what it isn’t. Rather than true intelligence, it’s better thought of as sophisticated …
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