A Brief Introduction to Machine Learning for Engineers
Osvaldo SimeoneBookPDF
Machine Learning
113 resources
Machine learning sits on linear algebra, probability and some calculus, so it helps to review those alongside the first course. Andrew Ng's Machine Learning Specialization and Google's Machine Learning Crash Course are common starting points, and An Introduction to Statistical Learning explains core methods like regression, trees and cross-validation without heavy math.
A Comprehensive Guide to Machine Learning
Soroush Nasiriany, Garrett Thomas, William Wang, Alex YangBookPDF
A Course in Machine Learning
BookPDF
A First Encounter with Machine Learning
Max WellingBookPDF
archived
A Selective Overview of Deep Learning
Fan, Ma, ZhongBookPDF
Algorithms for Reinforcement Learning
Csaba SzepesváriBookPDF
An Introduction to Statistical Learning
Gareth James, Daniela Witten, Trevor Hastie, Robert TibshiraniBook
Applied Machine Learning for Tabular Data
Max Kuhn, Kjell JohnsonBookHTML
in progress
Approaching Almost Any Machine Learning Problem
Abhishek ThakurBookPDF
Automated Machine Learning - Methods, Systems, Challenges
Frank Hutter, Lars Kotthoff, Joaquin VanschorenBookPDFEPUB
CS50's Introduction to Artificial Intelligence with Python
David MalanHarvardBook
Deep Learning
Ian Goodfellow, Yoshua Bengio, Aaron CourvilleBook
Deep Learning for Coders with Fastai and PyTorch
Jeremy Howard, Sylvain GuggerBookNotebook
Elements of AI
MinnaLearn, University of HelsinkiBook
Explorations in Parallel Distributed Processing: A Handbook of Models, Programs, and Exercises
James L. McClellandBook
Foundations of Machine Learning, Second Edition
Mehryar Mohri, Afshin Rostamizadeh, Ameet TalwalkarBook
Free and Open Machine Learning
Maikel MardjanBookHTML
Gaussian Processes for Machine Learning
Carl Edward Rasmussen, Christopher K.I. WilliamsBook
IBM Machine Learning for Dummies
Judith Hurwitz, Daniel KirschBook
Information Theory, Inference, and Learning Algorithms
David J.C. MacKayBook
Interpretable Machine Learning
Christoph MolnarBook
Introduction to CNTK Succinctly
James McCaffreyBook
Introduction to Machine Learning
Amnon ShashuaBook
Introduction to Machine Learning Systems
Vijay Janapa ReddiBookPDF
Keras Succinctly
James McCaffreyBook
Learn Tensorflow
Jupyter NotebooksBook
Learning Deep Architectures for AI
Yoshua BengioBookPDF
Machine Learning
Book
Machine Learning Crash Course
GoogleBookHTML
Machine Learning for Beginners
MicrosoftBook
Machine Learning for Data Streams
Albert Bifet, Ricard Gavaldà, Geoff Holmes, Bernhard PfahringerBook
Machine Learning from Scratch
Danny FriedmanJupyter BookBookHTMLPDF
Machine Learning, Neural and Statistical Classification
D. Michie, D.J. Spiegelhalter, C.C. TaylorBook
Machine Learning Simplified
Andrew WolfBook
Machine Learning with Python
Tutorials PointBookHTMLPDF
Mathematics for Machine Learning
Garrett ThomasBookPDF
Mathematics for Machine Learning
Marc Peter Deisenroth, A Aldo Faisal, Cheng Soon OngBook
Neural Network Design (2nd Edition)
Martin T. Hagan, Howard B. Demuth, Mark H. Beale, Orlando De JesúsBookPDF
Pattern Recognition and Machine Learning
Christopher M. BishopBookPDF
Patterns, Predictions, And Actions: A story about machine learning
Moritz Hardt, Benjamin RechtBookPDF
Practical Deep Learning for Coders
fast.aiBook
Practitioners guide to MLOps
Khalid Samala, Jarek Kazmierczak, Donna SchutBookPDF
Probabilistic Machine Learning - An Introduction
Kevin P. MurphyBookPDF
Probabilistic Machine Learning: Advanced Topics
Kevin P. MurphyBookPDF
Python Machine Learning Projects
Lisa Tagliaferri, Brian Boucheron, Michelle Morales, Ellie Birkbeck, Alvin WanBookPDFEPUBKindle
Reinforcement Learning: An Introduction
Richard S. Sutton, Andrew G. BartoCC BY-NC-NDBookPDF
Speech and Language Processing (3rd Edition Draft)
Daniel Jurafsky, James H. MartinBookPDF
The Elements of Statistical Learning
Trevor Hastie, Robert Tibshirani, and Jerome FriedmanBook
The LION Way: Machine Learning plus Intelligent Optimization
Roberto Battiti, Mauro BrunatoBookPDF
The Little Book of Deep Learning
François FleuretCC BY-NC-SABookPDF
The Mathematical Engineering of Deep Learning
Benoit Liquet, Sarat Moka, Yoni NazarathyBook
The Mechanics of Machine Learning
Terence Parr, Jeremy HowardBook
Top 10 Machine Learning Algorithms Every Engineer Should Know
Binny Mathews, Omair AasimBook
Understanding Machine Learning: From Theory to Algorithms
Shai Shalev-Shwartz, Shai Ben-DavidBook
User Guide - scikit-learn
Scikit-learn developersBSDBookHTML
AWS Machine Learning Foundations Course
AWSUdacityCourse
Build a Machine Learning Pipeline
CodecademyCourse
Complete Machine Learning Bootcamp
Code for CauseCourse
Complete Machine Learning in Python playlist
Krish NaikCourse
Convolutional Neural Network
Coding LaneCourse
Deep Learning Fundamentals
DeepLearning.TVcognitiveclass.aiCourse
Intro to Machine Learning
KaggleCourse
Intro to Machine Learning Udacity
UdacityCourse
Intro to Machine Learning using Microsoft Azure
MicrosoftUdacityCourse
Intro to Self-Driving Cars Nanodegree
Cezanne Camacho, Andrew Paster, Anthony Navarro, Tarin Ziyaee, et al.UdacityCourse
Introduction to Machine Learning
MIT Open Learning LibraryCourse
Linear Algebra for Machine Learning
Jon KrohnCourse
Machine Learning
Nerd's LessonCourse
Machine Learning
StatQuest with Josh StarmerCourse
Machine Learning Course for Beginners
freeCodeCamp.orgCourse
Machine Learning Course With Python
SiddhardhanCourse
Machine Learning Foundations
Google for DevelopersCourse
Machine Learning Interview Preparation
UdacityCourse
Machine Learning Recipes with Josh Gordon
Google for DevelopersCourse
Machine Learning Specialization
Andrew Ng, Eddy Shyu, Aarti Bagul, Geoff LadwigCourseraCourse
Machine Learning Tutorial in Python
edureka!Course
Machine Learning Tutorial Python | Machine Learning For Beginners
Dhaval PatelCourse
Machine Learning with Python
Saeed Aghabozorgicognitiveclass.aiCourse
Machine Learning with Python: Zero to GBMs
JovianCourse
Made with ML
Goku MohandasApplied ML · MLOps · ProductionCourse
Mathematics for Machine Learning - Linear Algebra
Imperial College London, Dr David Dye, Dr Sam CooperCourse
Mathematics for Machine Learning - Multivariate Calclus
Imperial College London, Dr David Dye, Dr Sam CooperCourse
Python Machine Learning and AI Mega Course - Learn 4 Different Areas of ML & AI
Tech With TimTim RuscicaCourse
Python Machine Learning Tutorials
Tech With TimTim RuscicaCourse
PyTorch tutorials
PyTorch.orgCourse
Random Forests
StatQuest by Josh StarmerCourse
Statistics and Machine Learning in R
StatQuest by Josh StarmerCourse
Statistics for Applications
MIT OpenCourseWareCourse
Understand Machine Learning Engineering by Building Projects
Alexey GrigorevCourse
Understanding AI from Scratch – Neural Networks Course
RaduFreeCodeCampCourse
Concerning AI
Brandon Sanders, Ted SarvatapodcastPodcast
Emerj: The AI in Business Podcast
Daniel FaggellapodcastPodcast
Emerj: The AI in Financial Services Podcast
Daniel FaggellapodcastPodcast
High-performance computing and AI podcast
IBMpodcastPodcast
Learning Machines 101
Richard M. GoldenpodcastPodcast
Machine learning
David NishimotopodcastPodcast
Talking Machines
Katherine Gorman, Neil LawrencepodcastPodcast
The AI Podcast
NVIDIA, Noah KravitzpodcastPodcast
Tic-Tac-Toe the Hard Way
Google's People + AI Research teampodcastPodcast
TWIML AI Podcast
Sam CharringtonpodcastPodcast
Machine Learning Cheat Sheet
DataCamp TeamCheatsheetHTML
Super VIP Cheatsheet: Machine Learning
Afshine Amidi and Shervine AmidiCheatsheetPDF