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; youβll thank me later π β β β β Letβs 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 youβre 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 mythβ¦itβs all about good communication!
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts! This week, donβt skip to your favorite sections (we know you guys do that); we have some fun bonuses for you, especially if you are in the βlearning …
Googleβs 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 todayβs terms, that surpasses …
TensorFlow vs. PyTorch: Whatβs 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 …
Beyond LLMs: Compounds Systems, Agents, and Whole AI Products
Author(s): Adel Zaalouk Originally published on Towards AI. A Framework for Building Great AI Products Introduction The other day, I found myself reflecting on a classic concept that I was taught in business school, Maslowβs hierarchy of needs, a simple but powerful …
From Solo Notebooks to Collaborative Powerhouse: VS Code Extensions for Data Science and ML Teams
Author(s): Gift Ojeabulu Originally published on Towards AI. From Solo Notebooks to Collaborative Powerhouse: VS Code Extensions for Data Science and ML Teams Photo by Parabol | The Agile Meeting Toolbox on Unsplash In this article, we will explore the essential VS …
Building Intelligent Agents from Scratch: A Journey into LLM-Powered Autonomy
Author(s): Anoop Maurya Originally published on Towards AI. Photo by Rock'n Roll Monkey on Unsplash In recent years, the advent of large language models (LLMs) has revolutionized the field of artificial intelligence, making it possible for machines to understand and generate human-like …
TAI #111; What Does Deepseekβs 10x Cheaper Reused LLM Input Tokens Unlock?
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie This week, our eyes were again on the rapid progress in LLM inference, in particular, the possibility of significantly reducing the cost for reused …
Meet Gemma Scope and ShieldGemma: Google DeepMindβs New Releases for Interpretability and Guardrailing
Author(s): Jesus Rodriguez Originally published on Towards AI. Created Using Ideogram I recently started an AI-focused educational newsletter, that already has over 170,000 subscribers. TheSequence is a no-BS (meaning no hype, no news, etc) ML-oriented newsletter that takes 5 minutes to read. …
5 Top Large Language Models & Generative AI Books
Author(s): Youssef Hosni Originally published on Towards AI. Master LLMs & Generative AI Through These Five Books This article reviews five key books that explore the rapidly evolving fields of large language models (LLMs) and generative AI, providing essential insights into these …
A simple Introduction to Multilayer Perceptron and Autoencoder for Estimating Used Car Prices with Deep Learning for Beginners
Author(s): Sarah Lea Originally published on Towards AI. How can we estimate the price of objects such as used cars as accurately as possible? In addition to traditional methods based on statistical and heuristic approaches (e.g. comparison method, cost approach or expert …