Genetic Algorithm: A Quick Glance
Author(s): Abhijith S Babu Originally published on Towards AI. Science and technology have made rapid progress in the recent past. Humans are always in pursuit of answers to everything, and this led to a lot of innovative breakthroughs, ranging from remedies for …
Revolutionizing Large-Scale Deep Learning with Microsoft DeepSpeed
Author(s): Dr. Mandar Karhade, MD. PhD. Originally published on Towards AI. Microsoft democratizes and standardizes at-scale LLM training No, not the hydroget! I am not that coolβ¦. DeepSpeed, developed by Microsoft, is a deep learning optimization library that has redefined the possibilities …
Leveraging GPT-Builder To Create a Plotly Python Mapping GPT
Author(s): John Loewen, PhD Originally published on Towards AI. Designing your own custom GPT for instant Python map creation To simplify and accelerate real-time data visualizations with GPT-4, you can create a custom GPT to do the job. The GPT Builder tool …
LLM Quantization: Quantize Model with GPTQ, AWQ, and Bitsandbytes
Author(s): Luv Bansal Originally published on Towards AI. Image created by author using Dalle-3 via Bing Chat This blog will be ultimate guide for Quantization of models, Weβll talk about various ways to quantizing models like GPTQ, AWQ and Bitsandbytes. Weβll discuss …
Streamline ML Workflow with MLflow β II
Author(s): ronilpatil Originally published on Towards AI. Photo by ε€ εη½ on Unsplash Letβs take our ML workflow to the next level with MLflow! Part β II of our blogU+1F680 If youβve not gone through Part β 1, refer to the link …
Top Important LLM Papers for the Week from 04/03 to 10/03
Author(s): Youssef Hosni Originally published on Towards AI. Stay Updated with Recent Large Language Models Research Large language models (LLMs) have advanced rapidly in recent years. As new generations of models are developed, researchers and engineers need to stay informed on the …
Inside SIMA: Google DeepMindβs New Agent that Can Follow Language Instructions to Interact with Any 3D Virtual Environment
Author(s): Jesus Rodriguez Originally published on Towards AI. Created Using DALL-E I recently started an AI-focused educational newsletter, that already has over 165,000 subscribers. TheSequence is a no-BS (meaning no hype, no news, etc) ML-oriented newsletter that takes 5 minutes to read. …
Explainable AI: Thinking Like a Machine
Author(s): Joseph George Lewis Originally published on Towards AI. Photo by Growtika on Unsplash Everyone knows AI is experiencing an explosion of media coverage, research, and public focus. It is also garnering massive popularity in organizations and enterprises, with every corner of …
Opensource Grok-1: A New Frontier in AI by xAI
Author(s): Dr. Mandar Karhade, MD. PhD. Originally published on Towards AI. When the goal is not that I win, but you lose! OpenAI, your move. In the rapidly evolving landscape of artificial intelligence (AI), xAIβs latest release, Grok-1, marks a significant milestone. …
Sliding Puzzle Game Genetic Algorithm Solver
Author(s): Mohamed Elamine Bentarzi Originally published on Towards AI. Photo by DIGITALE on Unsplash The sliding puzzle game solver is one of my favorite projects because it taught me about genetic algorithms. I wanted to argue with my teacher that itβs not …
The Mathematics and Foundations behind Spectral Clustering
Author(s): Jack Ka-Chun, Yu Originally published on Towards AI. Spectral clustering is a graph-theoretic clustering technique that utilizes the connectivity of data points to perform clustering and is a technique of unsupervised learning. There are 2 main types algorithms for clustering: Compactness …
Machine Learning in a non-Euclidean Space
Author(s): Mastafa Foufa Originally published on Towards AI. Chapter III. What examples of non-Euclidean ML should you remember?Photo by Greg Rosenke on Unsplash This post was co-authored with Aniss Medbouhi and is based on his research under Prof. Danica Kragicβs supervision, at …
FastEval: Single Click Evaluation of Language Models
Author(s): Dr. Mandar Karhade, MD. PhD. Originally published on Towards AI. Evaluation of various benchmarks with a single command FastEval is a tool designed to accelerate the evaluation process of instruction-following and chat language models. It stands out for its efficiency, providing …
Fine-tune Mixtral-8x7B Quantized with AQLM (2-bit) on Your GPU
Author(s): Benjamin Marie Originally published on Towards AI. A surprisingly good and efficient alternative to QLoRA for fine-tuning very large modelsGenerated with DALL-E Mixtral-8x7B is one of the best open LLMs. It is also very challenging to fine-tune it on consumer hardware. …
Top Important Computer Vision Papers for the Week from 04/03 to 10/03
Author(s): Youssef Hosni Originally published on Towards AI. Stay Updated with Recent Computer Vision Research Every week, several top-tier academic conferences and journals showcased innovative research in computer vision, presenting exciting breakthroughs in various subfields such as image recognition, vision model optimization, …
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