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
Thermodynamics: Crash Course Physics #23
ML Fundamentals
Thermodynamics: Crash Course Physics #23
CrashCourse Beginner 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 ⚡ AI Lesson
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 ⚡ AI Lesson
Recurrent Neural Networks (RNN) - Deep Learning with Neural Networks and TensorFlow 10
sentdex Beginner 9y ago
StyLit, Illumination-Guided Artistic Style Transfer | Two Minute Papers #91
ML Fundamentals ⚡ AI Lesson
StyLit, Illumination-Guided Artistic Style Transfer | Two Minute Papers #91
Two Minute Papers Beginner 9y ago
Cross products in the light of linear transformations | Chapter 11, Essence of linear algebra
ML Fundamentals
Cross products in the light of linear transformations | Chapter 11, Essence of linear algebra
3Blue1Brown Beginner 9y ago
Cross products | Chapter 10, Essence of linear algebra
ML Fundamentals
Cross products | Chapter 10, Essence of linear algebra
3Blue1Brown Beginner 9y ago
Getting started with machine learning in Python (webcast)
ML Fundamentals
Getting started with machine learning in Python (webcast)
Data School Beginner 9y ago
Git Tutorial 9: Diff and Merge using meld
ML Fundamentals
Git Tutorial 9: Diff and Merge using meld
codebasics Beginner 9y ago
Git Tutorial 7: What is HEAD?
ML Fundamentals
Git Tutorial 7: What is HEAD?
codebasics Beginner 9y ago
How Convolutional Neural Networks work
ML Fundamentals
How Convolutional Neural Networks work
Brandon Rohrer Beginner 9y ago
Personhood: Crash Course Philosophy #21
ML Fundamentals
Personhood: Crash Course Philosophy #21
CrashCourse 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
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
Installing the GPU version of TensorFlow for making use of your CUDA GPU
ML Fundamentals ⚡ AI Lesson
Installing the GPU version of TensorFlow for making use of your CUDA GPU
sentdex Beginner 9y ago
Using More Data - Deep Learning with Neural Networks and TensorFlow part 8
ML Fundamentals
Using More Data - Deep Learning with Neural Networks and TensorFlow part 8
sentdex Beginner 9y ago
Dot products and duality | Chapter 9, Essence of linear algebra
ML Fundamentals
Dot products and duality | Chapter 9, Essence of linear algebra
3Blue1Brown Beginner 9y ago
Training/Testing on our Data - Deep Learning with Neural Networks and TensorFlow part 7
ML Fundamentals ⚡ AI Lesson
Training/Testing on our Data - Deep Learning with Neural Networks and TensorFlow part 7
sentdex Beginner 9y ago
Preprocessing cont'd - Deep Learning with Neural Networks and TensorFlow part 6
ML Fundamentals
Preprocessing cont'd - Deep Learning with Neural Networks and TensorFlow part 6
sentdex Beginner 9y ago
Processing our own Data - Deep Learning with Neural Networks and TensorFlow part 5
ML Fundamentals
Processing our own Data - Deep Learning with Neural Networks and TensorFlow part 5
sentdex Beginner 9y ago
Nonsquare matrices as transformations between dimensions | Chapter 8, Essence of linear algebra
ML Fundamentals
Nonsquare matrices as transformations between dimensions | Chapter 8, Essence of linear algebra
3Blue1Brown Beginner 9y ago
Git Github Tutorial 10: What is Pull Request?
ML Fundamentals
Git Github Tutorial 10: What is Pull Request?
codebasics Beginner 9y ago
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
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 2 : What is Github? | github tutorial
ML Fundamentals
Git Tutorial 2 : What is Github? | github tutorial
codebasics 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
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
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
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
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
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