Foundations

ML Fundamentals

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

11,509
lessons
Skills in this topic
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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
Productivity and Growth: Crash Course Economics #6
ML Fundamentals
Productivity and Growth: Crash Course Economics #6
CrashCourse Beginner 10y ago
BECCA creates features from MNIST
ML Fundamentals
BECCA creates features from MNIST
Brandon Rohrer Beginner 10y ago
Testing our Machine Learning Strategy - Python for Finance 17
ML Fundamentals
Testing our Machine Learning Strategy - Python for Finance 17
sentdex Beginner 10y ago
[See Description] Creating our Machine Learning Classifiers - Python for Finance 16
ML Fundamentals ⚡ AI Lesson
[See Description] Creating our Machine Learning Classifiers - Python for Finance 16
sentdex Beginner 10y ago
Selecting the best model in scikit-learn using cross-validation
ML Fundamentals ⚡ AI Lesson
Selecting the best model in scikit-learn using cross-validation
Data School Beginner 10y ago
Arduino Programs & Sketches- Computerphile
ML Fundamentals ⚡ AI Lesson
Arduino Programs & Sketches- Computerphile
Computerphile Beginner 10y ago
Course Spotlight: Data Science Specialization
ML Fundamentals
Course Spotlight: Data Science Specialization
Coursera Beginner 10y ago
Comparing machine learning models in scikit-learn
ML Fundamentals
Comparing machine learning models in scikit-learn
Data School Beginner 10y ago
Nuggets of Data Gold - Computerphile
ML Fundamentals ⚡ AI Lesson
Nuggets of Data Gold - Computerphile
Computerphile Beginner 10y ago
Course Spotlight: Neuroscience for Perception and Action
ML Fundamentals
Course Spotlight: Neuroscience for Perception and Action
Coursera Beginner 11y ago
Presidential Power: Crash Course Government and Politics #11
ML Fundamentals
Presidential Power: Crash Course Government and Politics #11
CrashCourse Beginner 11y ago
Distributions - Intro
ML Fundamentals
Distributions - Intro
ritvikmath Beginner 11y ago
Becca chases a ball, part 3
ML Fundamentals
Becca chases a ball, part 3
Brandon Rohrer Beginner 11y ago
e to the pi i, a nontraditional take (old version)
ML Fundamentals
e to the pi i, a nontraditional take (old version)
3Blue1Brown Beginner 11y ago
Programming Fibonacci on a breadboard computer
ML Fundamentals ⚡ AI Lesson
Programming Fibonacci on a breadboard computer
Ben Eater Beginner 11y ago
Programming my 8-bit breadboard computer
ML Fundamentals
Programming my 8-bit breadboard computer
Ben Eater Beginner 11y ago
Creating Machine Learning Classifier Feature Sets - Python for Finance 15
ML Fundamentals ⚡ AI Lesson
Creating Machine Learning Classifier Feature Sets - Python for Finance 15
sentdex Beginner 10y ago
[See Description] Building Machine Learning Framework - Python for Finance 14
ML Fundamentals
[See Description] Building Machine Learning Framework - Python for Finance 14
sentdex Beginner 10y ago
[See Description] Paper Trading a Strategy on Quantopian - Python for Finance 12
ML Fundamentals
[See Description] Paper Trading a Strategy on Quantopian - Python for Finance 12
sentdex Beginner 10y ago
[See Description] Programming for Finance with Python and Quantopian and Zipline Part 1
ML Fundamentals
[See Description] Programming for Finance with Python and Quantopian and Zipline Part 1
sentdex Beginner 10y ago
Scikit-Learn incorporation - Natural Language Processing With Python and NLTK p.15
ML Fundamentals
Scikit-Learn incorporation - Natural Language Processing With Python and NLTK p.15
sentdex Beginner 10y ago
Words as Features for Learning - Natural Language Processing With Python and NLTK p.12
ML Fundamentals
Words as Features for Learning - Natural Language Processing With Python and NLTK p.12
sentdex Beginner 10y ago
Training a machine learning model with scikit-learn
ML Fundamentals
Training a machine learning model with scikit-learn
Data School Beginner 11y ago
Getting started in scikit-learn with the famous iris dataset
ML Fundamentals
Getting started in scikit-learn with the famous iris dataset
Data School Beginner 11y ago
Arduino Hardware - Computerphile
ML Fundamentals ⚡ AI Lesson
Arduino Hardware - Computerphile
Computerphile Beginner 11y ago
Course Spotlight: Digital Maps and the Geospatial Revolution
ML Fundamentals
Course Spotlight: Digital Maps and the Geospatial Revolution
Coursera Beginner 11y ago
What is machine learning, and how does it work?
ML Fundamentals ⚡ AI Lesson
What is machine learning, and how does it work?
Data School Beginner 11y ago
Course Spotlight: Learn Full Stack Android Mobile App Development
ML Fundamentals
Course Spotlight: Learn Full Stack Android Mobile App Development
Coursera Beginner 11y ago
Capitalism and the Dutch East India Company: Crash Course World History 229
ML Fundamentals
Capitalism and the Dutch East India Company: Crash Course World History 229
CrashCourse Beginner 11y ago
Unsupervised Machine Learning - Hierarchical Clustering with Mean Shift Scikit-learn and Python
ML Fundamentals ⚡ AI Lesson
Unsupervised Machine Learning - Hierarchical Clustering with Mean Shift Scikit-learn and Python
sentdex Beginner 11y ago
Unsupervised Machine Learning - Flat Clustering with KMeans with Scikit-learn and Python
ML Fundamentals
Unsupervised Machine Learning - Flat Clustering with KMeans with Scikit-learn and Python
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 26
ML Fundamentals
Scikit Learn Machine Learning Tutorial for investing with Python p. 26
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 25
ML Fundamentals
Scikit Learn Machine Learning Tutorial for investing with Python p. 25
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 24
ML Fundamentals
Scikit Learn Machine Learning Tutorial for investing with Python p. 24
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 23
ML Fundamentals
Scikit Learn Machine Learning Tutorial for investing with Python p. 23
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 22
ML Fundamentals
Scikit Learn Machine Learning Tutorial for investing with Python p. 22
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 21
ML Fundamentals
Scikit Learn Machine Learning Tutorial for investing with Python p. 21
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 20
ML Fundamentals
Scikit Learn Machine Learning Tutorial for investing with Python p. 20
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 19
ML Fundamentals
Scikit Learn Machine Learning Tutorial for investing with Python p. 19
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 18
ML Fundamentals
Scikit Learn Machine Learning Tutorial for investing with Python p. 18
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 17
ML Fundamentals ⚡ AI Lesson
Scikit Learn Machine Learning Tutorial for investing with Python p. 17
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 16
ML Fundamentals ⚡ AI Lesson
Scikit Learn Machine Learning Tutorial for investing with Python p. 16
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 15
ML Fundamentals ⚡ AI Lesson
Scikit Learn Machine Learning Tutorial for investing with Python p. 15
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 14
ML Fundamentals ⚡ AI Lesson
Scikit Learn Machine Learning Tutorial for investing with Python p. 14
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 13
ML Fundamentals
Scikit Learn Machine Learning Tutorial for investing with Python p. 13
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 12
ML Fundamentals ⚡ AI Lesson
Scikit Learn Machine Learning Tutorial for investing with Python p. 12
sentdex Beginner 11y ago
Scikit Learn Linear SVC Example Machine Learning Tutorial with Python p. 11
ML Fundamentals
Scikit Learn Linear SVC Example Machine Learning Tutorial with Python p. 11
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 10
ML Fundamentals ⚡ AI Lesson
Scikit Learn Machine Learning Tutorial for investing with Python p. 10
sentdex Beginner 11y ago
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