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
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
Program, Interrupted - Computerphile
ML Fundamentals
Program, Interrupted - Computerphile
Computerphile Intermediate 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
Dijkstra's Algorithm - Computerphile
ML Fundamentals
Dijkstra's Algorithm - Computerphile
Computerphile Intermediate 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
What Is Justice?: Crash Course Philosophy #40
ML Fundamentals
What Is Justice?: Crash Course Philosophy #40
CrashCourse Beginner 9y ago
Installing CPU and GPU TensorFlow on Windows
ML Fundamentals
Installing CPU and GPU TensorFlow on Windows
sentdex Beginner 9y ago
What is code?
ML Fundamentals
What is code?
codebasics Beginner 9y ago
Binary, Hanoi, and Sierpinski, part 2
ML Fundamentals
Binary, Hanoi, and Sierpinski, part 2
3Blue1Brown Intermediate 9y ago
Human Pose Estimation With Deep Learning | Two Minute Papers #106
ML Fundamentals
Human Pose Estimation With Deep Learning | Two Minute Papers #106
Two Minute Papers Advanced 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
Vanilla JS todo App
ML Fundamentals
Vanilla JS todo App
Tensor Programming Intermediate 9y ago
NodeJs, Text editors and IDEs
ML Fundamentals
NodeJs, Text editors and IDEs
Tensor Programming Beginner 9y ago
TFLearn - Deep Learning with Neural Networks and TensorFlow p. 14
ML Fundamentals
TFLearn - Deep Learning with Neural Networks and TensorFlow p. 14
sentdex Beginner 9y ago
How the Quantum Vacuum Gave Rise to Galaxies
ML Fundamentals
How the Quantum Vacuum Gave Rise to Galaxies
Veritasium Intermediate 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
Thermodynamics: Crash Course Physics #23
ML Fundamentals
Thermodynamics: Crash Course Physics #23
CrashCourse Beginner 9y ago
Q&A about Machine Learning with Text (online course)
ML Fundamentals
Q&A about Machine Learning with Text (online course)
Data School Intermediate 9y ago
The Dreaded 404 - Computerphile
ML Fundamentals
The Dreaded 404 - Computerphile
Computerphile Intermediate 9y ago
Videogame Legends - Computerphile
ML Fundamentals
Videogame Legends - Computerphile
Computerphile Beginner 9y ago
Game Physics (in Assembler) - Computerphile
ML Fundamentals
Game Physics (in Assembler) - Computerphile
Computerphile Beginner 9y ago
Games as Medicine - Computerphile
ML Fundamentals
Games as Medicine - Computerphile
Computerphile Intermediate 9y ago
Sega Game Coding in Assembly - Computerphile
ML Fundamentals
Sega Game Coding in Assembly - Computerphile
Computerphile Intermediate 9y ago
Functional Programming & Haskell - Computerphile
ML Fundamentals
Functional Programming & Haskell - Computerphile
Computerphile Beginner 9y ago
Binary, Hanoi and Sierpinski, part 1
ML Fundamentals
Binary, Hanoi and Sierpinski, part 1
3Blue1Brown Intermediate 9y ago
3blue1brown channel trailer
ML Fundamentals
3blue1brown channel trailer
3Blue1Brown Advanced 9y ago
Bicubic Interpolation - Computerphile
ML Fundamentals
Bicubic Interpolation - Computerphile
Computerphile Intermediate 9y ago
Sorting Secret - Computerphile
ML Fundamentals
Sorting Secret - Computerphile
Computerphile Intermediate 9y ago
Videogames with Simple Controls - Computerphile
ML Fundamentals
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
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
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
Eigenvectors and eigenvalues | Chapter 14, Essence of linear algebra
ML Fundamentals
Eigenvectors and eigenvalues | Chapter 14, Essence of linear algebra
3Blue1Brown Intermediate 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
RNN Example in Tensorflow - Deep Learning with Neural Networks 11
ML Fundamentals
RNN Example in Tensorflow - Deep Learning with Neural Networks 11
sentdex Beginner 9y ago
Recurrent Neural Networks (RNN) - Deep Learning with Neural Networks and TensorFlow 10
ML Fundamentals
Recurrent Neural Networks (RNN) - Deep Learning with Neural Networks and TensorFlow 10
sentdex Beginner 9y ago
Learner Story: Pursuing a Midlife Career Change
ML Fundamentals
Learner Story: Pursuing a Midlife Career Change
Coursera Intermediate 9y ago
WaveNet by Google DeepMind | Two Minute Papers #93
ML Fundamentals
WaveNet by Google DeepMind | Two Minute Papers #93
Two Minute Papers Advanced 9y ago
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Core Machine Learning & Evaluation
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Core Machine Learning & Evaluation
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Introduction to Image Generation - Français
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Introduction to Image Generation - Français
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Deep Learning and Reinforcement Learning
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Deep Learning and Reinforcement Learning
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Create Image Captioning Models
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Create Image Captioning Models
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AI Engineer Explorer Course
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AI Engineer Explorer Course
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Déployer et adapter des modèles d'IA avec Cloud Run
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Déployer et adapter des modèles d'IA avec Cloud Run
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