Learning Resources

Curated papers, videos, books, and articles to master AI/ML concepts

49 Resources

Resume Review

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Articles

Agentic AI Design Patterns

Choose a Design Pattern for Agentic AI

Articles
Google Cloud Architecture Center
Books

AI Engineering: A Framework for Building Reliable, Scalable, and Maintainable AI Systems

AI Engineering: A Framework for Building Reliable, Scalable, and Maintainable AI Systems

Books
Chip Huyen
Videos

AI Explained

AI Explained Demystifying Artificial Intelligence and Machine Learning

Videos
Arif Khan
Videos

AI Foundations

AI Foundations Building Core AI and Machine Learning Knowledge from the Ground Up

Videos
Drake Surach
Videos

Alex Finn

Alex Finn Exploring the Future of Artificial Intelligence and Machine Learning

Videos
Alex Finn
Books

An Introduction to Statistical Learning: with Applications in R

An Introduction to Statistical Learning: with Applications in R with Applications in R !Book Cover Overview

Books
Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
Books

Artificial Intelligence: A Modern Approach

Artificial Intelligence: A Modern Approach

Books
Stuart Russell, Peter Norvig
Papers

Attention Is All You Need

Author: Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, Illia Polosukhin

Papers
Papers

bert

Author: Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova

Papers
Articles

Boarding Times Bias - Statistics Problem

Boarding Times Bias

Articles
Interview Query
Books

Build a Large Language Model (From Scratch)

Build a Large Language Model (From Scratch)

Books
Sebastian Raschka
Books

Building LLMs for Production: A Guide to Deploying Large Language Models at Scale

Building LLMs for Production: A Guide to Deploying Large Language Models at Scale Deploying Large Language Models at Scale !Book Cover Overview

Books
Hamel Husain
Books

Deep Learning

Deep Learning !Book Cover Overview

Books
Ian Goodfellow, Yoshua Bengio, Aaron Courville
Books

Deep Reinforcement Learning Hands-On: Apply modern RL methods, with deep Q-networks, value iteration, policy gradients, TRPO, AlphaGo Zero, and more

Deep Reinforcement Learning Hands-On: Apply modern RL methods, with deep Q-networks, value iteration, policy gradients, TRPO, AlphaGo Zero, and more Apply modern RL methods, with deep Q-networks, valu…

Books
Maxim Lapan
Videos

DeepLearningAI

DeepLearningAI Empowering Everyone to Learn AI and Deep Learning

Videos
Andrew Ng
Papers

DeepSeek Mixture Of Experts

Author: Damai Dai, Chengqi Deng, Chenggang Zhao, R.X. Xu, Huazuo Gao, Deli Chen, Jiashi Li, Wangding Zeng, Xingkai Yu, Y. Wu, Zhenda Xie, Y.K. Li, Panpan Huang, Fuli Luo, Chong Ruan, Zhifang Sui, Wenf…

Papers
Papers

DeepSeek OCR

Author: Haoran Wei, Yaofeng Sun, Yukun Li

Papers
Books

Designing Data-Intensive Applications

Designing Data-Intensive Applications

Books
Martin Kleppmann
Books

Designing Machine Learning Systems: Learn from the Experience of Google Engineers

Designing Machine Learning Systems: Learn from the Experience of Google Engineers

Books
Chip Huyen
Videos

DigitalOcean

DigitalOcean Simplifying Cloud Computing and Development for Everyone

Videos
DigitalOcean Team
Books

Generative AI on Google Cloud with LangChain

Generative AI on Google Cloud with LangChain Building Scalable AI Applications Using Google Cloud and LangChain !Book Cover Overview

Books
Ralf Klinkenberg
Books

Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play

Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play Teaching Machines to Paint, Write, Compose, and Play !Book Cover Overview

Books
David Foster
Books

Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

Books
Aurélien Géron
Books

High Performance Spark: Best Practices for Scaling and Optimizing Apache Spark

High Performance Spark: Best Practices for Scaling and Optimizing Apache Spark Best Practices for Scaling and Optimizing Apache Spark !Book Cover Overview

Books
Holden Karau, Rachel Warren
Videos

How I AI

How I AI Exploring the intersection of artificial intelligence and creativity

Videos
Claire Vo
Articles

How to Evaluate Retrieval Quality in RAG Pipelines

How to Evaluate Retrieval Quality in RAG Pipelines

Articles
Maria Mouschoutzi
Articles

Learn PyTorch for Deep Learning

Learn PyTorch for Deep Learning

Articles
Daniel Bourke - Zero to Mastery
Books

Learning Spark: Lightning-Fast Big Data Analysis

Learning Spark: Lightning-Fast Big Data Analysis

Books
Holden Karau, Andy Konwinski, Patrick Wendell, Matei Zaharia
Books

LLM Engineer's Handbook

LLM Engineer's Handbook (No subtitle found) !Book Cover Overview

Books
Paul Iusztin, Maxime Labonne
Articles

Machine Learning Systems Design - Table of Contents

Machine Learning Systems Design

Articles
Chip Huyen
Books

Machine Learning with PyTorch and Scikit-Learn: Develop machine learning and deep learning models with Python

Machine Learning with PyTorch and Scikit-Learn: Develop machine learning and deep learning models with Python

Books
Sebastian Raschka, Vahid Mirjalili
Articles

Made With ML - MLOps Course

Made With ML

Articles
Goku Mohandas
Books

Mathematics for Machine Learning

Mathematics for Machine Learning

Books
Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong
Videos

Matt Wolfe (FutureTools.io)

Matt Wolfe (FutureTools.io) Exploring the Latest AI Tools and Trends for Creators and Entrepreneurs

Videos
Matt Wolfe
Articles

Personalized News Feed System Design

Personalized News Feed Design

Articles
ByteByteGo
Videos

Siraj Raval

Siraj Raval Making Artificial Intelligence Accessible and Fun

Videos
Siraj Raval
Videos

Skill Leap AI

Skill Leap AI Learn AI & Machine Learning with Clear, Practical Insights

Videos
Saj Adib
Articles

TensorFlow Fundamentals

TensorFlow Fundamentals

Articles
Daniel Bourke
Videos

The AI Advantage

The AI Advantage Unlocking Practical Benefits from Artificial Intelligence

Videos
Igor Pogany
Videos

The Dwarkesh Podcast

The Dwarkesh Podcast Exploring AI, Machine Learning, and Data Science with Insightful Conversations

Videos
Dwarkesh Patel
Videos

Tina Huang

Tina Huang Exploring AI and Machine Learning with Practical Insights and Tutorials

Videos
Tina Huang
Videos

Two Minute Papers

Two Minute Papers Exciting Research in Artificial Intelligence Explained Simply

Videos
Károly Zsolnai-Fehér
Articles

UK & Ireland Accent Recognition

English Speaker Accent Recognition

Articles
Fadi Badine - Keras
Articles

Video Recommendation System Design - ByteByteGo

Video Recommendation System Design

Articles
Alex Xu & Ali Aminian
Articles

Vinija Jain - AI & ML Engineer Portfolio

Vinija Jain

Articles
Vinija Jain
Papers

Vision Transformer Architecture

Author: Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, N…

Papers
Videos

Wes Roth

Wes Roth AI Education for Developers and Enthusiasts

Videos
Wes Roth
Articles

Why Observability is Essential for AI Agents

Why Observability is Essential for AI Agents

Articles
Gregg Lindemulder & Annie Badman - IBM Think
Articles

Why Observability is Essential for AI Agents

Why Observability is Essential for AI Agents

Articles
Gregg Lindemulder & Annie Badman - IBM Think