Retrieval Augmented Generation (RAG): A Comprehensive Visual Walkthrough 🧠📖🔗🤖
Author(s): JAIGANESAN Originally published on Towards AI. Retrieval Augmented Generation (RAG): A Comprehensive Visual Walkthrough 🧠📖🔗🤖 Photo by Andrea De Santis on Unsplash You might have heard of Retrieval Augmented Generation, or RAG, a method that’s been making waves in the world …
Inference Wars: Agentic Flows vs Large Content Windows
Author(s): Claudio Mazzoni Originally published on Towards AI. Generated by author via DALLe. The two schools of thought are battling it out, and the outcome will define how we interact with AI for years to come. One hundred years ago, Thomas Edison …
I Built an Interactive Decision Tree Plotter — This Is What I Learned
Author(s): Frederik Holtel Originally published on Towards AI. Source: bugphai on www.istockphotos.com When I learned about decision trees for the first time, I thought that it would be very useful to have a simple plotting tool to play around with and develop …
Excited To Bring You the E-book Version of “Building LLMs for Production”
Author(s): Towards AI Editorial Team Originally published on Towards AI. You asked. We listened. Many of you asked for an electronic version of our new book, so after working out the kinks, we are finally excited to release the electronic version of …
Deciding What Algorithm to Use for Earth Observation.
Author(s): Stephen Chege-Tierra Insights Originally published on Towards AI. Deciding What Algorithm to Use for Earth Observation. Created by the author with DALL E-3 What to choose, what to choose, should you unleash your inner child and do the classic eenie meenie …
A Visual Walkthrough of DeepSeek’s Multi-Head Latent Attention (MLA) 🧟♂️
Author(s): JAIGANESAN Originally published on Towards AI. A Visual Walkthrough of DeepSeek’s Multi-Head Latent Attention (MLA) 🧟♂️ Exploring Bottleneck in GPU Utilization and Multi-head Latent Attention Implementation in DeepSeekV2. Image by Vilius Kukanauskas from Pixabay In this article, we’ll be exploring two …
A Complete Guide to RAG
Author(s): Igor Novikov Originally published on Towards AI. If you haven’t heard about RAG from your refrigerator yet, you surely will very soon, so popular this technique has become. Surprisingly, there is a lack of complete guides that consider all the nuances …
Taylor Series in AI.
Author(s): Surya Maddula Originally published on Towards AI. P.S. Read thru this article a bit slowly, word by word; you’ll thank me later 😉 — — — — Let’s see what the Taylor Series is and how it relates to its applications …
The Best Practices of RAG
Author(s): Florian June Originally published on Towards AI. Typical RAG Process, Best Practices for Each Module, and Comprehensive Evaluation The process of RAG is complex, with numerous components. How can we determine the existing RAG methods and their optimal combinations to identify …
Building a Productized AI Chatbot for Credit Card Business
Author(s): Shenggang Li Originally published on Towards AI. Streamlined Integration of Mixed Tech in AI ChatbotPhoto by Chris Appano on Unsplash Imagine you’re a customer with an urgent question about your credit card. You call customer support, but the wait time is …
Can Mixture of Experts (MoE) Models Push GenAI to the Next Level?
Author(s): Nick Minaie, PhD Originally published on Towards AI. Can Mixture of Experts (MoE) Models Push GenAI to the Next Level? Having worked in the AI/ML field for many years, I vividly recall the early days of GenAI when creating even simple …
#35 Advanced prompting techniques are a myth…it’s all about good communication!
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts! This week, don’t skip to your favorite sections (we know you guys do that); we have some fun bonuses for you, especially if you are in the ‘learning …
Google’s Gemma2-2B, A Compression Marvel
Author(s): Ignacio de Gregorio Originally published on Towards AI. How to Build a Small TitanSource: Generated by author using GPT-4o Google has reached a new milestone in AI by training a 2 billion parameter model, absolutely minute in today’s terms, that surpasses …
TensorFlow vs. PyTorch: What’s Better for a Deep Learning Project?
Author(s): Eashan Mahajan Originally published on Towards AI. Photo by Marius Masalar on Unsplash Deep learning. A subset of machine learning utilizing multilayered neural networks, otherwise known as deep neural networks. Allowing society to simulate the decision-making prowess the human brain possesses, …
Why Polars Destroy Pandas in All Possible Ways for Data Scientists?
Author(s): Lazar Gugleta Originally published on Towards AI. One of the first Data Science libraries, Pandas, has been improving the lives of many developers across the globe, but Polars shows it is time to move on. Pandas needs no introduction, but this …
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