Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent โ€” the maths behind AI

11,439
lessons
Skills in this topic
View full skill map โ†’
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
TensorFlow Meets with Laurence and his brain (TensorFlow Meets)
ML Fundamentals โšก AI Lesson
TensorFlow Meets with Laurence and his brain (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
Dyad X Machina: bringing emotion into machine learning (TensorFlow Meets)
ML Fundamentals โšก AI Lesson
Dyad X Machina: bringing emotion into machine learning (TensorFlow Meets)
TensorFlow 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
OpenAI Five: When AI beats professional gamers
ML Fundamentals โšก AI Lesson
OpenAI Five: When AI beats professional gamers
arXiv Insights Intermediate 7y ago
Deep Learning with Python, TensorFlow, and Keras tutorial
ML Fundamentals โšก AI Lesson
Deep Learning with Python, TensorFlow, and Keras tutorial
sentdex Beginner 7y ago
DeepMind's AI Takes An IQ Test! ๐Ÿค–
ML Fundamentals
DeepMind's AI Takes An IQ Test! ๐Ÿค–
Two Minute Papers Advanced 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
Spam Filtering with Naive Bayes
ML Fundamentals โšก AI Lesson
Spam Filtering with Naive Bayes
Data Skeptic Advanced 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 โšก AI Lesson
TensorFlow.js - Running MobileNet in the browser
deeplizard Beginner 7y ago
Brian Kernighan Q&A - Computerphile
ML Fundamentals โšก AI Lesson
Brian Kernighan Q&A - Computerphile
Computerphile Intermediate 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 โšก AI Lesson
Broadcasting Explained - Tensors for Deep Learning and Neural Networks
deeplizard 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
Join Data School Insiders on Patreon!
ML Fundamentals
Join Data School Insiders on Patreon!
Data School Intermediate 7y ago
Inside a Crypto-Mining Operation - Computerphile
ML Fundamentals โšก AI Lesson
Inside a Crypto-Mining Operation - Computerphile
Computerphile Intermediate 7y ago
ยฟQuรฉ demonios hago en Corea del Sur? - Deep Learning Camp Jeju 2018
ML Fundamentals
ยฟQuรฉ 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
De-bug your TensorFlow projects with the PyCharm IDE (TensorFlow Tip of the Week)
ML Fundamentals โšก AI Lesson
De-bug your TensorFlow projects with the PyCharm IDE (TensorFlow Tip of the Week)
TensorFlow Intermediate 7y ago
How to get your browser ready for TensorFlow (TensorFlow Tip of the Week)
ML Fundamentals โšก 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
Build a neural network to perform classification | TensorFlow.js (Coding TensorFlow)
ML Fundamentals โšก AI Lesson
Build a neural network to perform classification | TensorFlow.js (Coding TensorFlow)
TensorFlow Intermediate 7y ago
0. What is machine learning?
ML Fundamentals โšก 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 โšก 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 โšก 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 โšก 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 โšก AI Lesson
Version 2 Changes - Python AI in StarCraft II tutorial p.13
sentdex Beginner 7y ago
How to use TensorFlow in PyCharm (TensorFlow Tip of the Week)
ML Fundamentals โšก AI Lesson
How to use TensorFlow in PyCharm (TensorFlow Tip of the Week)
TensorFlow Intermediate 7y ago
Testing Neural Network - Python AI in StarCraft II tutorial p.12
ML Fundamentals โšก 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 โšก 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 โšก AI Lesson
Building Neural Network Model - Python AI in StarCraft II tutorial p.10
sentdex Beginner 7y ago
Try TensorFlow.js in your browser (Coding TensorFlow)
ML Fundamentals โšก AI Lesson
Try TensorFlow.js in your browser (Coding TensorFlow)
TensorFlow Beginner 7y ago
Machine Learning to Discover Physics and Engineering Principles with Nathan Kutz - #162
ML Fundamentals
Machine Learning to Discover Physics and Engineering Principles with Nathan Kutz - #162
The TWIML AI Podcast with Sam Charrington Intermediate 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 โšก 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 โšก 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 โšก AI Lesson
Deep Learning with SC2 Intro - Python AI in StarCraft II tutorial p.7
sentdex Beginner 7y ago
Automating Complex Internal Processes with AI, w/ Alexander Chukovski - #161
ML Fundamentals โšก AI Lesson
Automating Complex Internal Processes with AI, w/ Alexander Chukovski - #161
The TWIML AI Podcast with Sam Charrington Intermediate 7y ago
Atomic Auto-focus - Computerphile
ML Fundamentals โšก AI Lesson
Atomic Auto-focus - Computerphile
Computerphile Beginner 7y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Power System Stability
๐Ÿ“š Coursera Course โ†—
Self-paced
Power System Stability
Opens on Coursera โ†—
Curso Completo de Deep Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Curso Completo de Deep Learning
Opens on Coursera โ†—
AI for Knowledge Workers
๐Ÿ“š Coursera Course โ†—
Self-paced
AI for Knowledge Workers
Opens on Coursera โ†—
AI Fundamentals in Financial Services
๐Ÿ“š Coursera Course โ†—
Self-paced
AI Fundamentals in Financial Services
Opens on Coursera โ†—
Build and Operate Machine Learning Solutions with Azure
๐Ÿ“š Coursera Course โ†—
Self-paced
Build and Operate Machine Learning Solutions with Azure
Opens on Coursera โ†—
Credit Default Prediction with Python: Apply & Analyze
๐Ÿ“š Coursera Course โ†—
Self-paced
Credit Default Prediction with Python: Apply & Analyze
Opens on Coursera โ†—