Foundations

ML Fundamentals

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

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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.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
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
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
TensorFlow Hub: reusing machine learning modules (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
TensorFlow Hub: reusing machine learning modules (TensorFlow Meets)
TensorFlow 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
¿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
Machine Learning Tutorial Python - 3: Linear Regression Multiple Variables
ML Fundamentals
Machine Learning Tutorial Python - 3: Linear Regression Multiple Variables
codebasics 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
Better training of our neural network - Let's code a neural network in plain JavaScript Part 3
ML Fundamentals
Better training of our neural network - Let's code a neural network in plain JavaScript Part 3
Fun Fun Function Beginner 7y ago
Machine Learning Tutorial Python - 2: Linear Regression Single Variable
15:14
ML Fundamentals ⚡ AI Lesson
Machine Learning Tutorial Python - 2: Linear Regression Single Variable
codebasics Beginner 7y ago
Random Forest Classification
ML Fundamentals ⚡ AI Lesson
Random Forest Classification
CodeEmporium Beginner 7y ago
Fine-Grained Player Prediction in Sports with Jennifer Hobbs - #157
ML Fundamentals
Fine-Grained Player Prediction in Sports with Jennifer Hobbs - #157
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Other math channels you'd enjoy
ML Fundamentals ⚡ AI Lesson
Other math channels you'd enjoy
3Blue1Brown Beginner 7y ago
Divergence and curl:  The language of Maxwell's equations, fluid flow, and more
ML Fundamentals
Divergence and curl: The language of Maxwell's equations, fluid flow, and more
3Blue1Brown Beginner 7y ago
Machine Learning on JavaScript
ML Fundamentals
Machine Learning on JavaScript
freeCodeCamp.org Beginner 7y ago
TensorFlow JS Tutorial - Build a neural network with TensorFlow for Beginners
ML Fundamentals
TensorFlow JS Tutorial - Build a neural network with TensorFlow for Beginners
LearnCode.academy Beginner 7y ago
HowToDataScience : Scraping Twitter Data
ML Fundamentals ⚡ AI Lesson
HowToDataScience : Scraping Twitter Data
ritvikmath Beginner 7y ago
Alfred's iMBA Experience: Graduating with his son
ML Fundamentals
Alfred's iMBA Experience: Graduating with his son
Coursera Beginner 7y ago
Transfer Learning
ML Fundamentals ⚡ AI Lesson
Transfer Learning
Data Skeptic Beginner 7y ago
K-Means Clustering - EXPLAINED!
ML Fundamentals ⚡ AI Lesson
K-Means Clustering - EXPLAINED!
CodeEmporium Beginner 7y ago
Encoder Decoder Network - Computerphile
ML Fundamentals ⚡ AI Lesson
Encoder Decoder Network - Computerphile
Computerphile Beginner 7y ago
Neural Networks Explained - Machine Learning Tutorial for Beginners
ML Fundamentals
Neural Networks Explained - Machine Learning Tutorial for Beginners
LearnCode.academy 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
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
TensorFlow.js - Explore tensor operations through VGG16 preprocessing
ML Fundamentals ⚡ AI Lesson
TensorFlow.js - Explore tensor operations through VGG16 preprocessing
deeplizard Beginner 7y ago
NVidia TensorRT: high-performance deep learning inference accelerator (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
NVidia TensorRT: high-performance deep learning inference accelerator (TensorFlow Meets)
TensorFlow Beginner 7y ago
TensorFlow.js - Loading the model into a neural network web app
ML Fundamentals ⚡ AI Lesson
TensorFlow.js - Loading the model into a neural network web app
deeplizard Beginner 7y ago
Machine Learning Tutorial Python -1: What is Machine Learning?
6:51
ML Fundamentals ⚡ AI Lesson
Machine Learning Tutorial Python -1: What is Machine Learning?
codebasics Beginner 7y ago
At the intersection of TensorFlow & nuclear physics (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
At the intersection of TensorFlow & nuclear physics (TensorFlow Meets)
TensorFlow Beginner 7y ago
TensorFlow.js - Building the UI for neural network web app
ML Fundamentals ⚡ AI Lesson
TensorFlow.js - Building the UI for neural network web app
deeplizard Beginner 7y ago
Teaching our neural network to think - Let's code a neural network in plain JavaScript Part 2
ML Fundamentals
Teaching our neural network to think - Let's code a neural network in plain JavaScript Part 2
Fun Fun Function Beginner 7y ago
Omni-Channel Customer Experiences with Vince Jeffs - #154
ML Fundamentals
Omni-Channel Customer Experiences with Vince Jeffs - #154
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Workforce Intelligence for Automation & Productivity with Michael Kempe - #153
ML Fundamentals ⚡ AI Lesson
Workforce Intelligence for Automation & Productivity with Michael Kempe - #153
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
TensorFlow.js - Convert Keras model to Layers API format
ML Fundamentals ⚡ AI Lesson
TensorFlow.js - Convert Keras model to Layers API format
deeplizard Beginner 7y ago
Deep Learning in the Browser with TensorFlow.js Introduction p.1
ML Fundamentals
Deep Learning in the Browser with TensorFlow.js Introduction p.1
sentdex Beginner 7y ago
The growth of TensorFlow with added support for JS & Swift (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
The growth of TensorFlow with added support for JS & Swift (TensorFlow Meets)
TensorFlow Beginner 7y ago
MiniGo: TensorFlow Meets Andrew Jackson (TensorFlow Meets)
ML Fundamentals ⚡ AI Lesson
MiniGo: TensorFlow Meets Andrew Jackson (TensorFlow Meets)
TensorFlow Beginner 7y ago
Problem Formulation for Machine Learning with Romer Rosales - #149
ML Fundamentals ⚡ AI Lesson
Problem Formulation for Machine Learning with Romer Rosales - #149
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Neural Networks Explained Pt 2 - Machine Learning Tutorial for Beginners
ML Fundamentals
Neural Networks Explained Pt 2 - Machine Learning Tutorial for Beginners
LearnCode.academy Beginner 7y ago
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