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
Intro and Getting Stock Price Data - Python Programming for Finance p.1
ML Fundamentals ⚡ AI Lesson
Intro and Getting Stock Price Data - Python Programming for Finance p.1
sentdex Beginner 9y ago
Deep Learning Program Hallucinates Videos | Two Minute Papers #120
ML Fundamentals
Deep Learning Program Hallucinates Videos | Two Minute Papers #120
Two Minute Papers Beginner 9y ago
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
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
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
Videogame Legends - Computerphile
ML Fundamentals ⚡ AI Lesson
Videogame Legends - Computerphile
Computerphile Beginner 9y ago
What Is Justice?: Crash Course Philosophy #40
ML Fundamentals
What Is Justice?: Crash Course Philosophy #40
CrashCourse Beginner 9y ago
Game Physics (in Assembler) - Computerphile
ML Fundamentals ⚡ AI Lesson
Game Physics (in Assembler) - Computerphile
Computerphile 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
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
NodeJs, Text editors and IDEs
ML Fundamentals
NodeJs, Text editors and IDEs
Tensor Programming 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
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
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
How Convolutional Neural Networks work
ML Fundamentals
How Convolutional Neural Networks work
Brandon Rohrer Beginner 9y ago
Functional Programming & Haskell - Computerphile
ML Fundamentals ⚡ AI Lesson
Functional Programming & Haskell - Computerphile
Computerphile Beginner 9y ago
Videogames with Simple Controls - Computerphile
ML Fundamentals ⚡ AI Lesson
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
TFLearn - Deep Learning with Neural Networks and TensorFlow p. 14
ML Fundamentals ⚡ AI Lesson
TFLearn - Deep Learning with Neural Networks and TensorFlow p. 14
sentdex Beginner 9y ago
Convolutional Neural Networks with TensorFlow - Deep Learning with Neural Networks 13
ML Fundamentals ⚡ AI Lesson
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
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
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
Git Tutorial 7: What is HEAD?
ML Fundamentals
Git Tutorial 7: What is HEAD?
codebasics 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
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Microsoft Azure Machine Learning for Data Scientists
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Microsoft Azure Machine Learning for Data Scientists
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Introduction to Linear Algebra
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Introduction to Linear Algebra
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Machine Learning for Kyphosis Disease Classification
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Machine Learning for Kyphosis Disease Classification
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Recommendation Engine - Basics
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Recommendation Engine - Basics
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Pengantar AI dan Machine Learning di Google Cloud
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Pengantar AI dan Machine Learning di Google Cloud
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