Foundations

ML Fundamentals

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

11,598
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
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: 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
Course Spotlight: Digital Maps and the Geospatial Revolution
ML Fundamentals
Course Spotlight: Digital Maps and the Geospatial Revolution
Coursera Beginner 11y ago
Distributions - Intro
ML Fundamentals
Distributions - Intro
ritvikmath 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
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
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
Data Analysis in R by Dustin Tran
ML Fundamentals
Data Analysis in R by Dustin Tran
CS50 Beginner 11y ago
BECCA chases a ball
ML Fundamentals
BECCA chases a ball
Brandon Rohrer 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
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
Scikit Learn Machine Learning Tutorial with Python p. 9
ML Fundamentals ⚡ AI Lesson
Scikit Learn Machine Learning Tutorial with Python p. 9
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial with Python p. 8
ML Fundamentals
Scikit Learn Machine Learning Tutorial with Python p. 8
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial with Python p. 7
ML Fundamentals ⚡ AI Lesson
Scikit Learn Machine Learning Tutorial with Python p. 7
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 6
ML Fundamentals
Scikit Learn Machine Learning Tutorial for investing with Python p. 6
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 5
ML Fundamentals ⚡ AI Lesson
Scikit Learn Machine Learning Tutorial for investing with Python p. 5
sentdex Beginner 11y ago
Scikit Learn Machine Learning  for investing Tutorial with Python p. 4
ML Fundamentals ⚡ AI Lesson
Scikit Learn Machine Learning for investing Tutorial with Python p. 4
sentdex Beginner 11y ago
Scikit Learn Machine Learning Tutorial for investing with Python p. 3
ML Fundamentals
Scikit Learn Machine Learning Tutorial for investing with Python p. 3
sentdex Beginner 11y ago
Scikit Learn Machine Learning SVM Tutorial with Python p. 2 -  Example
ML Fundamentals
Scikit Learn Machine Learning SVM Tutorial with Python p. 2 - Example
sentdex Beginner 11y ago
Python  Machine learning with SKLearn Tutorial for Investing - Intro
ML Fundamentals ⚡ AI Lesson
Python Machine learning with SKLearn Tutorial for Investing - Intro
sentdex Beginner 11y ago
President Obama supports free Coursera Verified Certificates to teachers
ML Fundamentals
President Obama supports free Coursera Verified Certificates to teachers
Coursera Beginner 11y ago
The Evolutionary Epic: Crash Course Big History #5
ML Fundamentals
The Evolutionary Epic: Crash Course Big History #5
CrashCourse Beginner 11y ago
Subscribe For Tons of Python Programming videos and tutorials!
ML Fundamentals ⚡ AI Lesson
Subscribe For Tons of Python Programming videos and tutorials!
sentdex Beginner 11y ago
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