Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

11,376
lessons
Skills in this topic
View full skill map →
ML Maths Basics
beginner
Manipulate vectors and matrices
Supervised Learning
beginner
Train decision trees, random forests, and neural nets
Unsupervised Learning
intermediate
Apply k-means and DBSCAN clustering
ML Pipelines
intermediate
Engineer features and handle missing data
[MINI] Primer on Deep Learning
ML Fundamentals ⚡ AI Lesson
[MINI] Primer on Deep Learning
Data Skeptic Beginner 9y ago
Running the Network - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.6
ML Fundamentals
Running the Network - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.6
sentdex Beginner 9y ago
Preprocessing data - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.5
ML Fundamentals
Preprocessing data - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.5
sentdex Beginner 9y ago
How to Do Mathematics Easily - Intro to Deep Learning #4
ML Fundamentals
How to Do Mathematics Easily - Intro to Deep Learning #4
Siraj Raval Beginner 9y ago
MIT 6.S094: Recurrent Neural Networks for Steering Through Time
ML Fundamentals
MIT 6.S094: Recurrent Neural Networks for Steering Through Time
Lex Fridman Beginner 9y ago
Python Pandas Tutorial 2: Dataframe Basics
ML Fundamentals
Python Pandas Tutorial 2: Dataframe Basics
codebasics Beginner 9y ago
Fractals are typically not self-similar
ML Fundamentals
Fractals are typically not self-similar
3Blue1Brown Beginner 9y ago
MIT 6.S094: Convolutional Neural Networks for End-to-End Learning of the Driving Task
ML Fundamentals
MIT 6.S094: Convolutional Neural Networks for End-to-End Learning of the Driving Task
Lex Fridman Beginner 9y ago
How to Make a Neural Network - Intro to Deep Learning #2
ML Fundamentals ⚡ AI Lesson
How to Make a Neural Network - Intro to Deep Learning #2
Siraj Raval Beginner 9y ago
Deep Learning Program Hallucinates Videos | Two Minute Papers #120
ML Fundamentals
Deep Learning Program Hallucinates Videos | Two Minute Papers #120
Two Minute Papers Beginner 9y ago
Dimensionality Reduction | Introduction to Data Mining | Part 13
ML Fundamentals
Dimensionality Reduction | Introduction to Data Mining | Part 13
Data Science Dojo Beginner 9y ago
Tattoos on Math
ML Fundamentals
Tattoos on Math
3Blue1Brown Beginner 9y ago
Image Synthesis From Text With Deep Learning | Two Minute Papers #116
ML Fundamentals
Image Synthesis From Text With Deep Learning | Two Minute Papers #116
Two Minute Papers Beginner 9y ago
Videogame Legends - Computerphile
ML Fundamentals ⚡ AI Lesson
Videogame Legends - Computerphile
Computerphile Beginner 9y ago
What Is Justice?: Crash Course Philosophy #40
ML Fundamentals
What Is Justice?: Crash Course Philosophy #40
CrashCourse Beginner 9y ago
Game Physics (in Assembler) - Computerphile
ML Fundamentals ⚡ AI Lesson
Game Physics (in Assembler) - Computerphile
Computerphile Beginner 9y ago
What is code?
ML Fundamentals
What is code?
codebasics Beginner 9y ago
Automated Analysis of Music and Audio by Vivek Jayaram
ML Fundamentals
Automated Analysis of Music and Audio by Vivek Jayaram
CS50 Beginner 9y ago
Machine Learning with Text in scikit-learn (PyData DC 2016)
ML Fundamentals
Machine Learning with Text in scikit-learn (PyData DC 2016)
Data School Beginner 9y ago
StarCraft II DeepMind feature layer API
ML Fundamentals
StarCraft II DeepMind feature layer API
Google DeepMind Beginner 9y ago
Machine Learning & Its Impact on SEO: An Interview With Eric Enge
ML Fundamentals
Machine Learning & Its Impact on SEO: An Interview With Eric Enge
Search Engine Journal Beginner 9y ago
Scott Galloway: AT&T vs. the Hot Girls
ML Fundamentals
Scott Galloway: AT&T vs. the Hot Girls
Gartner for Marketing Beginner 9y ago
CS50 VR 2016 - Week 7 - Machine Learning
ML Fundamentals
CS50 VR 2016 - Week 7 - Machine Learning
CS50 Beginner 9y ago
Globalization of Business Enterprise with Pankaj Ghemawat
ML Fundamentals
Globalization of Business Enterprise with Pankaj Ghemawat
Coursera Beginner 9y ago
NodeJs, Text editors and IDEs
ML Fundamentals
NodeJs, Text editors and IDEs
Tensor Programming Beginner 9y ago
Start your future today: Build in-demand career skills on Coursera
ML Fundamentals
Start your future today: Build in-demand career skills on Coursera
Coursera Beginner 9y ago
Resizing Data - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.4
ML Fundamentals
Resizing Data - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.4
sentdex Beginner 9y ago
Visualizing - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.3
ML Fundamentals
Visualizing - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.3
sentdex Beginner 9y ago
Reading Files - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.2
ML Fundamentals
Reading Files - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.2
sentdex Beginner 9y ago
Introduction - 3D Convolutional Neural Network w/ Kaggle Lung Cancer Detection Competiton p.1
ML Fundamentals ⚡ AI Lesson
Introduction - 3D Convolutional Neural Network w/ Kaggle Lung Cancer Detection Competiton p.1
sentdex Beginner 9y ago
Machine learning - Python Programming for Finance p. 12
ML Fundamentals ⚡ AI Lesson
Machine learning - Python Programming for Finance p. 12
sentdex Beginner 9y ago
Creating labels for Machine Learning - Python Programming for Finance p. 11
ML Fundamentals
Creating labels for Machine Learning - Python Programming for Finance p. 11
sentdex Beginner 9y ago
Creating machine learning target function - Python Programming for Finance p. 10
ML Fundamentals ⚡ AI Lesson
Creating machine learning target function - Python Programming for Finance p. 10
sentdex Beginner 9y ago
Preprocessing data for Machine Learning - Python Programming for Finance p. 9
ML Fundamentals ⚡ AI Lesson
Preprocessing data for Machine Learning - Python Programming for Finance p. 9
sentdex Beginner 9y ago
MIT 6.S094: Deep Reinforcement Learning for Motion Planning
ML Fundamentals ⚡ AI Lesson
MIT 6.S094: Deep Reinforcement Learning for Motion Planning
Lex Fridman Beginner 9y ago
Linear Regression Machine Learning (tutorial)
ML Fundamentals
Linear Regression Machine Learning (tutorial)
Siraj Raval Beginner 9y ago
Intro and Getting Stock Price Data - Python Programming for Finance p.1
ML Fundamentals ⚡ AI Lesson
Intro and Getting Stock Price Data - Python Programming for Finance p.1
sentdex Beginner 9y ago
MIT 6.S094: Introduction to Deep Learning and Self-Driving Cars
ML Fundamentals
MIT 6.S094: Introduction to Deep Learning and Self-Driving Cars
Lex Fridman Beginner 9y ago
Installing CPU and GPU TensorFlow on Windows
ML Fundamentals
Installing CPU and GPU TensorFlow on Windows
sentdex Beginner 9y ago
Functional Programming & Haskell - Computerphile
ML Fundamentals ⚡ AI Lesson
Functional Programming & Haskell - Computerphile
Computerphile Beginner 9y ago
Videogames with Simple Controls - Computerphile
ML Fundamentals ⚡ AI Lesson
Videogames with Simple Controls - Computerphile
Computerphile Beginner 9y ago
CS50 2016 - Week 7 - Machine Learning
ML Fundamentals
CS50 2016 - Week 7 - Machine Learning
CS50 Beginner 9y ago
CS50 2016 Week 7 - Machine Learning (pre-release)
ML Fundamentals
CS50 2016 Week 7 - Machine Learning (pre-release)
CS50 Beginner 9y ago
TFLearn - Deep Learning with Neural Networks and TensorFlow p. 14
ML Fundamentals ⚡ AI Lesson
TFLearn - Deep Learning with Neural Networks and TensorFlow p. 14
sentdex Beginner 9y ago
Abstract vector spaces | Chapter 16, Essence of linear algebra
ML Fundamentals
Abstract vector spaces | Chapter 16, Essence of linear algebra
3Blue1Brown Beginner 9y ago
Convolutional Neural Networks with TensorFlow - Deep Learning with Neural Networks 13
ML Fundamentals ⚡ AI Lesson
Convolutional Neural Networks with TensorFlow - Deep Learning with Neural Networks 13
sentdex Beginner 9y ago
Convolutional Neural Networks Basics - Deep Learning withTensorFlow 12
ML Fundamentals
Convolutional Neural Networks Basics - Deep Learning withTensorFlow 12
sentdex Beginner 9y ago
Estimating Matrix Rank With Neural Networks | Two Minute Papers #94
ML Fundamentals
Estimating Matrix Rank With Neural Networks | Two Minute Papers #94
Two Minute Papers Beginner 9y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Integral Calculus & The Fundamental Theorem
📚 Coursera Course ↗
Self-paced
Integral Calculus & The Fundamental Theorem
Opens on Coursera ↗
Building and Training Neural Networks with PyTorch
📚 Coursera Course ↗
Self-paced
Building and Training Neural Networks with PyTorch
Opens on Coursera ↗
Motion Planning for Self-Driving Cars
📚 Coursera Course ↗
Self-paced
Motion Planning for Self-Driving Cars
Opens on Coursera ↗
IoT (Internet of Things) Wireless & Cloud Computing Emerging Technologies
📚 Coursera Course ↗
Self-paced
IoT (Internet of Things) Wireless & Cloud Computing Emerging Technologies
Opens on Coursera ↗
Google Cloud Product Fundamentals em Português Brasileiro
📚 Coursera Course ↗
Self-paced
Google Cloud Product Fundamentals em Português Brasileiro
Opens on Coursera ↗
Model Context Protocol – Fundamentals to Advanced Use
📚 Coursera Course ↗
Self-paced
Model Context Protocol – Fundamentals to Advanced Use
Opens on Coursera ↗