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
Git Tutorial 6: Branches (Create, Merge, Delete a branch)
ML Fundamentals
Git Tutorial 6: Branches (Create, Merge, Delete a branch)
codebasics Beginner 9y ago
The determinant | Chapter 6, Essence of linear algebra
ML Fundamentals
The determinant | Chapter 6, Essence of linear algebra
3Blue1Brown Beginner 9y ago
Three-dimensional linear transformations | Chapter 5, Essence of linear algebra
ML Fundamentals
Three-dimensional linear transformations | Chapter 5, Essence of linear algebra
3Blue1Brown Beginner 9y ago
Personhood: Crash Course Philosophy #21
ML Fundamentals
Personhood: Crash Course Philosophy #21
CrashCourse Beginner 9y ago
Git Tutorial 2 : What is Github? | github tutorial
ML Fundamentals
Git Tutorial 2 : What is Github? | github tutorial
codebasics Beginner 9y ago
Running our Network  - Deep Learning with Neural Networks and TensorFlow
ML Fundamentals ⚡ AI Lesson
Running our Network - Deep Learning with Neural Networks and TensorFlow
sentdex Beginner 9y ago
Neural Network Model - Deep Learning with Neural Networks and TensorFlow
ML Fundamentals
Neural Network Model - Deep Learning with Neural Networks and TensorFlow
sentdex Beginner 9y ago
How do I create dummy variables in pandas?
ML Fundamentals
How do I create dummy variables in pandas?
Data School Beginner 9y ago
Gamer's Paradise - Computerphile
ML Fundamentals ⚡ AI Lesson
Gamer's Paradise - Computerphile
Computerphile Beginner 9y ago
Inside a Neural Network - Computerphile
ML Fundamentals ⚡ AI Lesson
Inside a Neural Network - Computerphile
Computerphile Beginner 9y ago
How do I use pandas with scikit-learn to create Kaggle submissions?
ML Fundamentals ⚡ AI Lesson
How do I use pandas with scikit-learn to create Kaggle submissions?
Data School Beginner 9y ago
Hallucinating Images With Deep Learning | Two Minute Papers #74
ML Fundamentals
Hallucinating Images With Deep Learning | Two Minute Papers #74
Two Minute Papers Beginner 9y ago
How Data Science Works
ML Fundamentals ⚡ AI Lesson
How Data Science Works
Brandon Rohrer Beginner 9y ago
Build an AI Artist - Machine Learning for Hackers #5
ML Fundamentals ⚡ AI Lesson
Build an AI Artist - Machine Learning for Hackers #5
Siraj Raval Beginner 9y ago
Deep Learning Demystified
ML Fundamentals
Deep Learning Demystified
Brandon Rohrer Beginner 9y ago
Artistic Style Transfer For Videos | Two Minute Papers #68
ML Fundamentals ⚡ AI Lesson
Artistic Style Transfer For Videos | Two Minute Papers #68
Two Minute Papers Beginner 10y ago
Matrix multiplication as composition | Chapter 4, Essence of linear algebra
ML Fundamentals
Matrix multiplication as composition | Chapter 4, Essence of linear algebra
3Blue1Brown Beginner 9y ago
Linear transformations and matrices | Chapter 3, Essence of linear algebra
ML Fundamentals ⚡ AI Lesson
Linear transformations and matrices | Chapter 3, Essence of linear algebra
3Blue1Brown Beginner 9y ago
Linear combinations, span, and basis vectors | Chapter 2, Essence of linear algebra
ML Fundamentals ⚡ AI Lesson
Linear combinations, span, and basis vectors | Chapter 2, Essence of linear algebra
3Blue1Brown Beginner 9y ago
Vectors | Chapter 1, Essence of linear algebra
ML Fundamentals ⚡ AI Lesson
Vectors | Chapter 1, Essence of linear algebra
3Blue1Brown Beginner 9y ago
Essence of linear algebra preview
ML Fundamentals
Essence of linear algebra preview
3Blue1Brown Beginner 9y ago
Git Tutorial 1: What is git / What is version control system?
ML Fundamentals
Git Tutorial 1: What is git / What is version control system?
codebasics Beginner 9y ago
Git Tutorial 3:  How To Install Git
ML Fundamentals
Git Tutorial 3: How To Install Git
codebasics Beginner 9y ago
TensorFlow Basics - Deep Learning with Neural Networks p. 2
ML Fundamentals ⚡ AI Lesson
TensorFlow Basics - Deep Learning with Neural Networks p. 2
sentdex Beginner 9y ago
Installing TensorFlow (OPTIONAL) - Deep Learning with Neural Networks and TensorFlow p2.1
ML Fundamentals ⚡ AI Lesson
Installing TensorFlow (OPTIONAL) - Deep Learning with Neural Networks and TensorFlow p2.1
sentdex Beginner 9y ago
Deep Learning with Neural Networks and TensorFlow Introduction
ML Fundamentals ⚡ AI Lesson
Deep Learning with Neural Networks and TensorFlow Introduction
sentdex Beginner 9y ago
Mean Shift Dynamic Bandwidth - Practical Machine Learning Tutorial with Python p.42
ML Fundamentals
Mean Shift Dynamic Bandwidth - Practical Machine Learning Tutorial with Python p.42
sentdex Beginner 9y ago
Mean Shift from Scratch - Practical Machine Learning Tutorial with Python p.41
ML Fundamentals
Mean Shift from Scratch - Practical Machine Learning Tutorial with Python p.41
sentdex Beginner 9y ago
Mean Shift with Titanic Dataset - Practical Machine Learning Tutorial with Python p.40
ML Fundamentals
Mean Shift with Titanic Dataset - Practical Machine Learning Tutorial with Python p.40
sentdex Beginner 9y ago
Mean Shift Intro - Practical Machine Learning Tutorial with Python p.39
ML Fundamentals
Mean Shift Intro - Practical Machine Learning Tutorial with Python p.39
sentdex Beginner 9y ago
Secrets of the Deep Dark Web (Deep Dark Web Pt2) - Computerphile
ML Fundamentals ⚡ AI Lesson
Secrets of the Deep Dark Web (Deep Dark Web Pt2) - Computerphile
Computerphile Beginner 9y ago
K Means from Scratch - Practical Machine Learning Tutorial with Python p.38
ML Fundamentals
K Means from Scratch - Practical Machine Learning Tutorial with Python p.38
sentdex Beginner 9y ago
Custom K Means - Practical Machine Learning Tutorial with Python p.37
ML Fundamentals
Custom K Means - Practical Machine Learning Tutorial with Python p.37
sentdex Beginner 9y ago
Web vs Internet (Deep Dark Web Pt1) - Computerphile
ML Fundamentals ⚡ AI Lesson
Web vs Internet (Deep Dark Web Pt1) - Computerphile
Computerphile Beginner 9y ago
Running an SQL Injection Attack - Computerphile
ML Fundamentals ⚡ AI Lesson
Running an SQL Injection Attack - Computerphile
Computerphile Beginner 9y ago
K Means with Titanic Dataset - Practical Machine Learning Tutorial with Python p.36
ML Fundamentals
K Means with Titanic Dataset - Practical Machine Learning Tutorial with Python p.36
sentdex Beginner 9y ago
Machine Learning with Text in scikit-learn (PyCon 2016)
ML Fundamentals
Machine Learning with Text in scikit-learn (PyCon 2016)
Data School Beginner 9y ago
Clustering Introduction - Practical Machine Learning Tutorial with Python p.34
ML Fundamentals
Clustering Introduction - Practical Machine Learning Tutorial with Python p.34
sentdex Beginner 9y ago
Software Defined Networking - Computerphile
ML Fundamentals ⚡ AI Lesson
Software Defined Networking - Computerphile
Computerphile Beginner 9y ago
Debugging Tips - Watches and Call Stack
ML Fundamentals
Debugging Tips - Watches and Call Stack
codebasics Beginner 9y ago
Soft Margin SVM and Kernels with CVXOPT - Practical Machine Learning Tutorial with Python p.32
ML Fundamentals
Soft Margin SVM and Kernels with CVXOPT - Practical Machine Learning Tutorial with Python p.32
sentdex Beginner 9y ago
Soft Margin SVM - Practical Machine Learning Tutorial with Python p.31
ML Fundamentals
Soft Margin SVM - Practical Machine Learning Tutorial with Python p.31
sentdex Beginner 9y ago
Why Kernels - Practical Machine Learning Tutorial with Python p.30
ML Fundamentals
Why Kernels - Practical Machine Learning Tutorial with Python p.30
sentdex Beginner 9y ago
Debugging Tips - Conditional Breakpoint
ML Fundamentals
Debugging Tips - Conditional Breakpoint
codebasics Beginner 9y ago
Kernels Introduction - Practical Machine Learning Tutorial with Python p.29
ML Fundamentals
Kernels Introduction - Practical Machine Learning Tutorial with Python p.29
sentdex Beginner 9y ago
Completing SVM from Scratch - Practical Machine Learning Tutorial with Python p.28
ML Fundamentals
Completing SVM from Scratch - Practical Machine Learning Tutorial with Python p.28
sentdex Beginner 9y ago
Where HTML beats C? - Computerphile
ML Fundamentals ⚡ AI Lesson
Where HTML beats C? - Computerphile
Computerphile Beginner 9y ago
Magnetic Media (Floppies and Tapes) - Computerphile
ML Fundamentals ⚡ AI Lesson
Magnetic Media (Floppies and Tapes) - Computerphile
Computerphile Beginner 9y ago
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Deep Learning with PyTorch : Object Localization
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Deep Learning with PyTorch : Object Localization
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Deep learning in Electronic Health Records - CDSS 2
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Deep learning in Electronic Health Records - CDSS 2
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Calculus for Machine Learning and Data Science
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Calculus for Machine Learning and Data Science
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Intermediate Python and OOP
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Intermediate Python and OOP
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Using Machine Learning in Trading and Finance
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Using Machine Learning in Trading and Finance
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Responsible AI: Applying AI Principles with Google Cloud - Deutsch
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Responsible AI: Applying AI Principles with Google Cloud - Deutsch
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