Foundations

ML Fundamentals

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

11,450
lessons
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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
What is Machine Learning? | Machine Learning Basics | Machine Learning Tutorial | Edureka
17:21
ML Fundamentals ⚡ AI Lesson
What is Machine Learning? | Machine Learning Basics | Machine Learning Tutorial | Edureka
edureka! Beginner 8y ago
Adversarial Attacks Against Reinforcement Learning Agents with Ian Goodfellow & Sandy Huang - #119
ML Fundamentals
Adversarial Attacks Against Reinforcement Learning Agents with Ian Goodfellow & Sandy Huang - #119
The TWIML AI Podcast with Sam Charrington Advanced 8y ago
Backpropagation explained | Part 5 - What puts the "back" in backprop?
ML Fundamentals ⚡ AI Lesson
Backpropagation explained | Part 5 - What puts the "back" in backprop?
deeplizard Beginner 8y ago
Sterling Anderson, Co-Founder, Aurora - MIT Self-Driving Cars
ML Fundamentals
Sterling Anderson, Co-Founder, Aurora - MIT Self-Driving Cars
Lex Fridman Beginner 8y ago
How pi was almost 6.283185...
ML Fundamentals
How pi was almost 6.283185...
3Blue1Brown Beginner 8y ago
Data science explained | Learning to code for data science beginners - Programming concepts playlist
ML Fundamentals ⚡ AI Lesson
Data science explained | Learning to code for data science beginners - Programming concepts playlist
deeplizard Beginner 8y ago
Emilio Frazzoli, CTO, nuTonomy - MIT Self-Driving Cars
ML Fundamentals ⚡ AI Lesson
Emilio Frazzoli, CTO, nuTonomy - MIT Self-Driving Cars
Lex Fridman Beginner 8y ago
The No Free Lunch Theorems
ML Fundamentals ⚡ AI Lesson
The No Free Lunch Theorems
Data Skeptic Beginner 8y ago
Assembly Programming & Colour - Computerphile
ML Fundamentals ⚡ AI Lesson
Assembly Programming & Colour - Computerphile
Computerphile Beginner 8y ago
Degrees built for today's learners
ML Fundamentals
Degrees built for today's learners
Coursera Beginner 8y ago
Machine Learning Platforms at Uber with Mike Del Balso - #115
ML Fundamentals ⚡ AI Lesson
Machine Learning Platforms at Uber with Mike Del Balso - #115
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Learn Machine Learning in 3 Months (with curriculum)
ML Fundamentals
Learn Machine Learning in 3 Months (with curriculum)
Siraj Raval Beginner 8y ago
The Future of Machine Learning
ML Fundamentals
The Future of Machine Learning
The New Stack Intermediate 8y ago
IA NOTEBOOK #3 | Descenso del Gradiente (Gradient Descent) | Programando IA
ML Fundamentals
IA NOTEBOOK #3 | Descenso del Gradiente (Gradient Descent) | Programando IA
Dot CSV Beginner 8y ago
StatQuest: Random Forests in R
ML Fundamentals
StatQuest: Random Forests in R
StatQuest with Josh Starmer Beginner 8y ago
The more general uncertainty principle, regarding Fourier transforms
ML Fundamentals ⚡ AI Lesson
The more general uncertainty principle, regarding Fourier transforms
3Blue1Brown Beginner 8y ago
Clojure - Neural Network Art
ML Fundamentals ⚡ AI Lesson
Clojure - Neural Network Art
Tensor Programming Beginner 8y ago
PHP, MySQL & Stripe API Payment App - Part 3
ML Fundamentals ⚡ AI Lesson
PHP, MySQL & Stripe API Payment App - Part 3
Traversy Media Beginner 8y ago
Hunting for Extraterrestrial Life | Dr. Penelope Boston | Talks at Google
ML Fundamentals
Hunting for Extraterrestrial Life | Dr. Penelope Boston | Talks at Google
Talks at Google Beginner 8y ago
Machine Learning Tutorial | Machine Learning Basics | Machine Learning Algorithms | Simplilearn
34:52
ML Fundamentals ⚡ AI Lesson
Machine Learning Tutorial | Machine Learning Basics | Machine Learning Algorithms | Simplilearn
Simplilearn Beginner 8y ago
Where Are My Children: Crash Course Film Criticism #4
ML Fundamentals
Where Are My Children: Crash Course Film Criticism #4
CrashCourse Beginner 8y ago
Why Mosquitoes Bite Some People More Than Others
ML Fundamentals
Why Mosquitoes Bite Some People More Than Others
Veritasium Intermediate 8y ago
C5W3L09 SpeechRecog
ML Fundamentals
C5W3L09 SpeechRecog
DeepLearningAI Beginner 8y ago
C5W3L06 Bleu Score (Optional)
ML Fundamentals
C5W3L06 Bleu Score (Optional)
DeepLearningAI Beginner 8y ago
StatQuest: Random Forests Part 1 - Building, Using and Evaluating
ML Fundamentals
StatQuest: Random Forests Part 1 - Building, Using and Evaluating
StatQuest with Josh Starmer Beginner 8y ago
Kotlin Project - Android Functional Todo Application - Part 1
ML Fundamentals ⚡ AI Lesson
Kotlin Project - Android Functional Todo Application - Part 1
Tensor Programming Intermediate 8y ago
Backpropagation explained | Part 4 - Calculating the gradient
ML Fundamentals ⚡ AI Lesson
Backpropagation explained | Part 4 - Calculating the gradient
deeplizard Beginner 8y ago
Backpropagation explained | Part 3 - Mathematical observations
ML Fundamentals ⚡ AI Lesson
Backpropagation explained | Part 3 - Mathematical observations
deeplizard Beginner 8y ago
Backpropagation explained | Part 2 - The mathematical notation
ML Fundamentals ⚡ AI Lesson
Backpropagation explained | Part 2 - The mathematical notation
deeplizard Beginner 8y ago
Proprietary trading explained | Coinbase trading bot | Volcker rule
ML Fundamentals ⚡ AI Lesson
Proprietary trading explained | Coinbase trading bot | Volcker rule
deeplizard Beginner 8y ago
Learning "Common Sense" and Physical Concepts with Roland Memisevic - #111
ML Fundamentals
Learning "Common Sense" and Physical Concepts with Roland Memisevic - #111
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Backpropagation explained | Part 1 - The intuition
ML Fundamentals ⚡ AI Lesson
Backpropagation explained | Part 1 - The intuition
deeplizard Beginner 8y ago
Max Pooling in Convolutional Neural Networks explained
ML Fundamentals ⚡ AI Lesson
Max Pooling in Convolutional Neural Networks explained
deeplizard Beginner 8y ago
Sacha Arnoud, Director of Engineering, Waymo - MIT Self-Driving Cars
ML Fundamentals
Sacha Arnoud, Director of Engineering, Waymo - MIT Self-Driving Cars
Lex Fridman Beginner 8y ago
Depth chart explained | Order book visualized
ML Fundamentals ⚡ AI Lesson
Depth chart explained | Order book visualized
deeplizard Beginner 8y ago
Zero Padding in Convolutional Neural Networks explained
ML Fundamentals ⚡ AI Lesson
Zero Padding in Convolutional Neural Networks explained
deeplizard Beginner 8y ago
Coinbase Pro - GDAX | Screen SIZE matters!
ML Fundamentals ⚡ AI Lesson
Coinbase Pro - GDAX | Screen SIZE matters!
deeplizard Beginner 8y ago
Who owns Steemit? | Key people and accounts
ML Fundamentals ⚡ AI Lesson
Who owns Steemit? | Key people and accounts
deeplizard Beginner 8y ago
Moving average explained | EMA12 and EMA26 on Coinbase Pro - GDAX
ML Fundamentals ⚡ AI Lesson
Moving average explained | EMA12 and EMA26 on Coinbase Pro - GDAX
deeplizard Beginner 8y ago
24 hour volume explained | Coinbase Pro - GDAX
ML Fundamentals ⚡ AI Lesson
24 hour volume explained | Coinbase Pro - GDAX
deeplizard Beginner 8y ago
Power up and other crypto transfers on Steemit
ML Fundamentals ⚡ AI Lesson
Power up and other crypto transfers on Steemit
deeplizard Beginner 8y ago
Uptick rule explained | Trading concept to know
ML Fundamentals ⚡ AI Lesson
Uptick rule explained | Trading concept to know
deeplizard Beginner 8y ago
Send crypto from GDAX to Steemit and back
ML Fundamentals ⚡ AI Lesson
Send crypto from GDAX to Steemit and back
deeplizard Intermediate 8y ago
Trade volume explained | Understanding the volume bars on the price chart
ML Fundamentals ⚡ AI Lesson
Trade volume explained | Understanding the volume bars on the price chart
deeplizard Beginner 8y ago
C5W3L02 Picking the most likely sentence
ML Fundamentals
C5W3L02 Picking the most likely sentence
DeepLearningAI Beginner 8y ago
C5W3L01 Basic Models
ML Fundamentals
C5W3L01 Basic Models
DeepLearningAI Beginner 8y ago
Price chart explained | Trade history visualized with candlesticks
ML Fundamentals ⚡ AI Lesson
Price chart explained | Trade history visualized with candlesticks
deeplizard Beginner 8y ago
Posting on Steemit and navigating the site
ML Fundamentals ⚡ AI Lesson
Posting on Steemit and navigating the site
deeplizard Intermediate 8y ago
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