How I built my own custom 8-bit Quantizer from scratch: a step-by-step guide using PyTorch
Author(s): Milan Tamang Originally published on Towards AI. A step-by-step approach to build custom 8-bit quantizers from scratch using PyTorch and quantize facebook/opt-350m. Image by writer: MYQ (My Quantizer) quantizes the Facebook/opt-350 model and reduces the size by 54% Are you curious …
Google’s Remarkable Breakthrough in AI — Project Astra
Author(s): Sai Viswanth Originally published on Towards AI. Decode Project Astra Secret with new model updates. Many big AI companies have started to focus on bringing Multi-Modal large Language models to the market. OpenAI & Google released their flagship upgraded versions of …
Gentle Introduction to LLMs
Author(s): Saif Ali Kheraj Originally published on Towards AI. Figure 1: https://finance.yahoo.com/news/explosive-growth-predicted-large-language-184300698.html The LLM market is expected to grow at a CAGR of 40.7%, reaching USD 6.5 billion by the end of 2024, and rising to USD 140.8 billion by 2033. Given …
LLM Evals, RAG Visual Walkthrough, and From Pixels to Words #29
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts! First, thank you for all the love you have been giving the book. For those who missed the updates, we now have it available as a paperback, e-book, …
AI Jacks of All Trades, Masters of One, and the Model Possibilities Frontier!
Author(s): Adel Zaalouk Originally published on Towards AI. Jacks of all trades or masters of ones? That’s the question. It is not a matter of “better” or “worse,” but rather a matter of fit. If you need an AI that can wear …
BERT: In-depth exploration of Architecture, Workflow, Code, and Mathematical Foundations
Author(s): JAIGANESAN Originally published on Towards AI. Delving into Embeddings, Masked Language Model Tasks, Attention Mechanisms, and Feed-Forward Networks: Not Just Another BERT Article — A Deep Dive Like Never Before🦸♂️ Image by Vilius Kukanauskas from Pixabay If you’ve been in the …
Genai With Python: Give Your AI a Personality and Speak With ”Her”
Author(s): Mauro Di Pietro Originally published on Towards AI. LLM & Speech Recognition — Build a voice assistant ChatBot on your laptop with OllamaImage by author In this article, I will show how to build an AI with a specific personality and …
TAI #105: Claude Sonnet 3.5; price alone is progress.
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie AI news this week was dominated by the surprise release of a new model from Anthropic, which now tops most LLM benchmarks on most …
Increasing Robustness and Equity in NLP for Various English Dialects
Author(s): Eera Bhatt Originally published on Towards AI. Natural language processing (NLP) is a popular subfield of machine learning that enables computers to interpret and use human language to achieve certain tasks. To do this, we have to train the computer on …
Want to Learn Quantization in The Large Language Model?
Author(s): Milan Tamang Originally published on Towards AI. Want to Learn Quantization in The Large Language Model? 1. Image by writer: Flow shows the need for quantization. (The happy face and angry face image is by Yan Krukau, https://www.pexels.com/) Before I explain …
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 …
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 …
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 …
TAI #104; LLM progress beyond transformers with Samba?
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie This week we saw a wave of exciting papers with new LLM techniques and model architectures, some of which can quickly become integrated into …
How are LLMs creative?
Author(s): Sushil Khadka Originally published on Towards AI. If you’ve used any generative AI models such as GPT, Llama, etc., there’s a good chance you’ve encountered the term ‘temperature’. Photo by Khashayar Kouchpeydeh on Unsplash For starters, ‘temperature’ is a parameter that …
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