TAI #118: Open source LLMs progress with Qwen 2.5 and Pixtral 12B
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie This week, several new strong open-source LLM models were released. Following OpenAI’s huge LLM progress with its o1 “reasoning” model family last week, it …
AI’s Got Some Explaining to Do
Author(s): Paul Ferguson, Ph.D. Originally published on Towards AI. Why We’re Demanding Answers from Our Smartest Machines Image generated by Gemini AI Artificial intelligence is making decisions that impact our lives in profound ways, from loan approvals to medical diagnoses. Yet, for …
Fine-Tuning BERT for Phishing URL Detection: A Beginner’s Guide
Author(s): Anoop Maurya Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Photo by Amr Taha™ on Unsplash In the realm of artificial intelligence, the emergence of transformer models has revolutionized natural language processing …
A Mixture Model Approach for Clustering Time Series Data
Author(s): Shenggang Li Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Time Series Clustering Using Auto-Regressive Models, Moving Averages, and Nonlinear Trend Functions Photo by Ricardo Gomez Angel on Unsplash Clustering time series …
LLM Quantization intuition & simple explaination
Author(s): Allohvk Originally published on Towards AI. Quantization explained in plain English When BERT was released around 5 years ago, it triggered a wave of Large Language Models with ever increasing sizes. As the model size got bigger, the performance improved with …
Diffusion Auto-Regressive Transformer For Effective Self-Supervised Time Series Forecasting
Author(s): Reza Yazdanfar Originally published on Towards AI. [source] Time series is important (though underappreciated!) in various domains due to its ability to provide accurate predictions of future data points, which in turn leads to better decision-making, resource allocation, and risk management. …
Supercharge FastAPI with Redis
Author(s): ronilpatil Originally published on Towards AI. Image by Author Table of Content — Introduction—The Challenge—Cache Mechanism—Caching with DiskCache—Caching with Redis—Redis on Upstash—GitHub Repository—Conclusion Introduction In the fast-paced world of web applications, speed and efficiency are the most critical aspects, especially when …
🔓 Unlock Custom Quantization for Hugging Face Models Locally with Ollama 🧠:
Author(s): Anoop Maurya Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Photo by Paz Arando on Unsplash If you’re familiar with Hugging Face, you already know it’s a massive hub for open-source machine …
5 Smart Ways to Use Retrieval-Augmented Generation (RaG) for Real-Time NLP Enhancements
Author(s): Mukundan Sankar Originally published on Towards AI. How Retrieval-Augmented Generation (RAG) Can Boost NLP Projects with Real-Time Data for Smarter AI Models This member-only story is on us. Upgrade to access all of Medium. Image illustrating how Retrieval-Augmented Generation (RAG) can …
A Complete Guide to Embedding For NLP & Generative AI/LLM
Author(s): Mdabdullahalhasib Originally published on Towards AI. Understand the concept of vector embedding, why it is needed, and implementation with LangChain. This member-only story is on us. Upgrade to access all of Medium. Source: Image by Author (converting word into Vector) If …
Reconstruction of Clean Images from Noisy Data: A Bayesian Inference Perspective
Author(s): Bhavesh Agone Originally published on Towards AI. An Introduction to Bayesian Analysis In its most basic form, Bayesian Inference is just a technique for summarizing statistical inference which states how likely an hypothesis is given any new evidence. The method comes …
How I Built an AI-Powered Edge Computing Application with Python
Author(s): Gabe Araujo, M.Sc. Originally published on Towards AI. My journey deploying machine learning models on edge devices for real-time analytics. This member-only story is on us. Upgrade to access all of Medium. As the world of technology rapidly advances, there’s a …
Getting Started with AgentOps: A Quick Setup Guide
Author(s): Souradip Pal Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Imagine you’re the captain of a high-tech ship, with intelligent agents ready to work for you — each agent skilled at analyzing …
Mistral AI Unveils Ministral 3B and 8B Models
Author(s): Get The Gist Originally published on Towards AI. Welcome to Get The Gist, where every weekday we share an easy-to-read summary of the latest and greatest developments in AI — news, innovations, and trends — all delivered in under 5 minutes! …
Navigating the Vector Database Landscape: Choosing the Right One for Your Project
Author(s): Reslley Gabriel Originally published on Towards AI. We’ll explore the key factors to consider when choosing a vector database, including critical insights from recent industry analyses. Also, we’ll provide comparison tables to help you evaluate some of the leading options available …
#45 Is Prompting a Future-Proof Skill?
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts! Over the past few months, we have discussed the AI engineer’s toolkit for building reliable LLM products multiple times. We believe that combining RAG, prompting, and fine-tuning will …
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