youssefHosni/Data-Science-Handbook 排名第 16,840，此处有 8 个同类条目；visual-ml-notes/visual-machine-learning-notes 排名第 16,837。

Data-Science-Handbook This is a repo with links to everything you want to learn about data science, AI & Generative AI and LLMs. Problem Statment Defining Bussines Questions ### Top 12 Business for Data Science Books for Data Scientists 1. Data Collection ### 5 Short Courses to Advance Your SQL Skills SQL Mastery for Data Scientists: A Comprehensive Guide from Novice to Advanced 1. Data Cleaning & Manipulation ### Five Courses to Master Data Cleaning & Feature Engineering 5 Top Data Cleaning and Feature Engineering

Books For Data Scientists 5 Short Courses to Advance Your Pandas Skills 1. Data Exploration & Stats ### 5 Best Books To Learn Statistics And Probability For Data Scientists A/B Testing Study Plan: From Novice to Upper Intermediate Level 1. AI ### Learn AI from Top Universities Through these 10 Courses 6 Best Books to Learn Mathematics for Data Science & Machine Learning 6 Top University Courses to Learn Mathematics for Machine Learning & Data Science 1. Machine & Deep Learning #### The Best Book To

Build A Strong Machine Learning Foundation 5 Best Books to Learn Machine Learning For Data Scientists 3 Books To Build A Strong Deep Learning Foundation 1. Computer Vision #### 5 Top Practical Computer Vision Books Top 10 Theoretical & Practical Computer Vision Books Learn Computer Vision From Top Universities Mastering & Understanding Computer Vision: A Comprehensive Study Roadmap for 2023 1. Natural Language Processing #### Top Resoruces to Learn & Understand Large Language Models From Novice to Expert: A Comprehensive Step-by-Step Study Plan

for Mastering LLMs 1. Time Series Data Analysis #### 10 Top Time Series Courses to Proficient This Important Data Science Skills Level Up Your Time Series Analysis Skills with These 5 Books 13 Guided Time Series Projects to Build Your Portfolio 1. Generative AI & LLMs #### **LLM Basics** Top Large Langauge Models Practical & Theoretical Courses **LLM From Scratch** Best Resources On Building Datasets to Trian LLMs Mastering Large Language Model (LLM) Fine-Tuning: Top Learning Resources 14 Free Large Language Models Fine

-Tuning Notebooks Best Resources to Learn & Understand Evaluating LLMs Overview of LLM Quantization Techniques & Where to Learn Each of Them? Top Resources to Learn & Understand RLHF & LLM Alignment How to Stay Updated with LLM Research & Industry News? **LLMs In Production** Best Resoruces to Learn Prompt Engineering Top Resources to Master Vector Databases & Building a Vector Storage Top Resources to Master RAG: From Basic Level to Advanced Top Free Learning Resources to Master LLM Agents 5 Free Tools to Run Large

Language Models (LLM) Locally on Your Laptop Deploying LLMs: Top Learning & Educational Resources to Get Started Getting Started with LLM Inference Optimization: Best Resources What is LLMOps and How to Get Started With It Securing LLMs: Best Learning & Educational Resources **Building LLM Projects** 10 Large Language Models Projects To Build Your Portfolio 10 Guided Large Language Models Projects to Build Your Portfolio 1. Model Deployment ### 5 Short Courses Master Deploying Models Into Production 10 Top MlOps Books for Data Scientists

This Book Will Learn You To Scale Deep Learning Models Ultimate MLOps Learning Roadmap with Free Learning Resources In 2023