Foundations

ML Fundamentals

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

12,249
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
A demo of One Hot Encoding (TensorFlow Tip of the Week)
ML Fundamentals ⚡ AI Lesson
A demo of One Hot Encoding (TensorFlow Tip of the Week)
TensorFlow Beginner 7y ago
Neural Networks: How Do Robots Teach Themselves?
ML Fundamentals ⚡ AI Lesson
Neural Networks: How Do Robots Teach Themselves?
Seeker Beginner 7y ago
OpenAI Five with Christy Dennison - TWiML Talk #176
ML Fundamentals ⚡ AI Lesson
OpenAI Five with Christy Dennison - TWiML Talk #176
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Simple Machine Learning With JavaScript - Brain.js
ML Fundamentals ⚡ AI Lesson
Simple Machine Learning With JavaScript - Brain.js
Traversy Media Beginner 7y ago
Illustrated Guide to Recurrent Neural Networks: Understanding the Intuition
ML Fundamentals
Illustrated Guide to Recurrent Neural Networks: Understanding the Intuition
The AI Hacker Beginner 7y ago
Analyzing Models with TensorBoard - Deep Learning with Python, TensorFlow and Keras p.4
ML Fundamentals
Analyzing Models with TensorBoard - Deep Learning with Python, TensorFlow and Keras p.4
sentdex Beginner 7y ago
Affective Deep Learning Research (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
Affective Deep Learning Research (TensorFlow Meets)
TensorFlow Beginner 7y ago
2. Multi-Layer Perceptrons
ML Fundamentals
2. Multi-Layer Perceptrons
Weights & Biases Beginner 7y ago
Convolutional Neural Networks - Deep Learning basics with Python, TensorFlow and Keras p.3
ML Fundamentals
Convolutional Neural Networks - Deep Learning basics with Python, TensorFlow and Keras p.3
sentdex Beginner 7y ago
ML for Understanding Satellite Imagery at Scale with Kyle Story - TWiML Talk #173
ML Fundamentals
ML for Understanding Satellite Imagery at Scale with Kyle Story - TWiML Talk #173
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Machine Learning Tutorial Python - 7: Training and Testing Data
ML Fundamentals
Machine Learning Tutorial Python - 7: Training and Testing Data
codebasics Beginner 7y ago
Intro to ML: Course Overview
ML Fundamentals
Intro to ML: Course Overview
Weights & Biases Beginner 7y ago
Failing at Machine Learning (Blocky part 2) - Pwn Adventure 3
ML Fundamentals
Failing at Machine Learning (Blocky part 2) - Pwn Adventure 3
LiveOverflow Beginner 7y ago
University of Pennsylvania Online Master of Computer and Information Technology
ML Fundamentals
University of Pennsylvania Online Master of Computer and Information Technology
Coursera Beginner 7y ago
Machine Learning Tutorial Python - 4: Gradient Descent and Cost Function
ML Fundamentals
Machine Learning Tutorial Python - 4: Gradient Descent and Cost Function
codebasics Beginner 7y ago
Finishing fast.ai Deep Learning Course Part 1 | Learning Intelligence 35
ML Fundamentals
Finishing fast.ai Deep Learning Course Part 1 | Learning Intelligence 35
Daniel Bourke Beginner 7y ago
TensorFlow.js - Running MobileNet in the browser
ML Fundamentals ⚡ AI Lesson
TensorFlow.js - Running MobileNet in the browser
deeplizard Beginner 7y ago
How decision trees work
ML Fundamentals
How decision trees work
Brandon Rohrer Beginner 7y ago
Broadcasting Explained - Tensors for Deep Learning and Neural Networks
ML Fundamentals ⚡ AI Lesson
Broadcasting Explained - Tensors for Deep Learning and Neural Networks
deeplizard Beginner 7y ago
¿Qué demonios hago en Corea del Sur? - Deep Learning Camp Jeju 2018
ML Fundamentals
¿Qué demonios hago en Corea del Sur? - Deep Learning Camp Jeju 2018
Dot CSV Beginner 7y ago
Why care how your tools work?
ML Fundamentals
Why care how your tools work?
Fun Fun Function Beginner 7y ago
Backpropagation Explained
ML Fundamentals
Backpropagation Explained
Siraj Raval Beginner 7y ago
Atomic Auto-focus - Computerphile
ML Fundamentals ⚡ AI Lesson
Atomic Auto-focus - Computerphile
Computerphile Beginner 7y ago
The Master of Computer Science in Data Science: A top-ranked degree that fits your life
ML Fundamentals
The Master of Computer Science in Data Science: A top-ranked degree that fits your life
Coursera Beginner 7y ago
Use TensorFlow to classify clothing images (Coding TensorFlow)
ML Fundamentals ⚡ AI Lesson
Use TensorFlow to classify clothing images (Coding TensorFlow)
TensorFlow Beginner 7y ago
TensorFlow Meets with Laurence and his brain (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
TensorFlow Meets with Laurence and his brain (TensorFlow Meets)
TensorFlow Beginner 7y ago
Dyad X Machina: bringing emotion into machine learning (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
Dyad X Machina: bringing emotion into machine learning (TensorFlow Meets)
TensorFlow Beginner 7y ago
Deep Learning with Python, TensorFlow, and Keras tutorial
ML Fundamentals ⚡ AI Lesson
Deep Learning with Python, TensorFlow, and Keras tutorial
sentdex Beginner 7y ago
How to get your browser ready for TensorFlow (TensorFlow Tip of the Week)
ML Fundamentals ⚡ AI Lesson
How to get your browser ready for TensorFlow (TensorFlow Tip of the Week)
TensorFlow Beginner 7y ago
1. Build Your First Machine Learning Model
ML Fundamentals
1. Build Your First Machine Learning Model
Weights & Biases Beginner 7y ago
0. What is machine learning?
ML Fundamentals ⚡ AI Lesson
0. What is machine learning?
Weights & Biases Beginner 7y ago
Visualization Changes - Python AI in StarCraft II tutorial p.16
ML Fundamentals
Visualization Changes - Python AI in StarCraft II tutorial p.16
sentdex Beginner 7y ago
TFX: an end-to-end machine learning platform for TensorFlow (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
TFX: an end-to-end machine learning platform for TensorFlow (TensorFlow Meets)
TensorFlow Beginner 7y ago
Using ML to predict insulin use for Type 1 Diabetes (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
Using ML to predict insulin use for Type 1 Diabetes (TensorFlow Meets)
TensorFlow Beginner 7y ago
Prepare your dataset for machine learning (Coding TensorFlow)
ML Fundamentals ⚡ AI Lesson
Prepare your dataset for machine learning (Coding TensorFlow)
TensorFlow Beginner 7y ago
Version 2 Changes - Python AI in StarCraft II tutorial p.13
ML Fundamentals ⚡ AI Lesson
Version 2 Changes - Python AI in StarCraft II tutorial p.13
sentdex Beginner 7y ago
Testing Neural Network - Python AI in StarCraft II tutorial p.12
ML Fundamentals ⚡ AI Lesson
Testing Neural Network - Python AI in StarCraft II tutorial p.12
sentdex Beginner 7y ago
Training Neural Network - Python AI in StarCraft II tutorial p.11
ML Fundamentals
Training Neural Network - Python AI in StarCraft II tutorial p.11
sentdex Beginner 7y ago
TensorFlow Hub: reusing machine learning modules (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
TensorFlow Hub: reusing machine learning modules (TensorFlow Meets)
TensorFlow Beginner 7y ago
Building Neural Network Model - Python AI in StarCraft II tutorial p.10
ML Fundamentals ⚡ AI Lesson
Building Neural Network Model - Python AI in StarCraft II tutorial p.10
sentdex Beginner 7y ago
Predicting Metabolic Pathway Dynamics with Machine Learning, w/ Zak Costello - #163
ML Fundamentals
Predicting Metabolic Pathway Dynamics with Machine Learning, w/ Zak Costello - #163
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Try TensorFlow.js in your browser (Coding TensorFlow)
ML Fundamentals ⚡ AI Lesson
Try TensorFlow.js in your browser (Coding TensorFlow)
TensorFlow Beginner 7y ago
Building Neural Network Training data - Python AI in StarCraft II tutorial p.9
ML Fundamentals
Building Neural Network Training data - Python AI in StarCraft II tutorial p.9
sentdex Beginner 7y ago
TensorFlow.js - Examining tensors with the debugger
ML Fundamentals ⚡ AI Lesson
TensorFlow.js - Examining tensors with the debugger
deeplizard Beginner 7y ago
Scouting and more Visual inputs - Python AI in StarCraft II tutorial p.8
ML Fundamentals ⚡ AI Lesson
Scouting and more Visual inputs - Python AI in StarCraft II tutorial p.8
sentdex Beginner 7y ago
Deep Learning with SC2 Intro - Python AI in StarCraft II tutorial p.7
ML Fundamentals ⚡ AI Lesson
Deep Learning with SC2 Intro - Python AI in StarCraft II tutorial p.7
sentdex Beginner 7y ago
Machine Learning Tutorial Python - 3: Linear Regression Multiple Variables
ML Fundamentals
Machine Learning Tutorial Python - 3: Linear Regression Multiple Variables
codebasics Beginner 7y ago
TensorFlow.js - Explore tensor operations through VGG16 preprocessing
ML Fundamentals ⚡ AI Lesson
TensorFlow.js - Explore tensor operations through VGG16 preprocessing
deeplizard Beginner 7y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Mechanics: Motion, Forces, Energy and Gravity, from Particles to Planets
📚 Coursera Course ↗
Self-paced
Mechanics: Motion, Forces, Energy and Gravity, from Particles to Planets
Opens on Coursera ↗
Rust Programming
📚 Coursera Course ↗
Self-paced
Rust Programming
Opens on Coursera ↗
Introduction to Data Management
📚 Coursera Course ↗
Self-paced
Introduction to Data Management
Opens on Coursera ↗
Mathematics for Machine Learning: PCA
📚 Coursera Course ↗
Self-paced
Mathematics for Machine Learning: PCA
Opens on Coursera ↗
Model Thinking
📚 Coursera Course ↗
Self-paced
Model Thinking
Opens on Coursera ↗
Analyze Financial Risk Using AI, Markets, and Governance
📚 Coursera Course ↗
Self-paced
Analyze Financial Risk Using AI, Markets, and Governance
Opens on Coursera ↗