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
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CS231n Winter 2016: Lecture1: Introduction and Historical Context
ML Fundamentals
CS231n Winter 2016: Lecture1: Introduction and Historical Context
Andrej Karpathy Beginner 10y ago
Neural Programmer-Interpreters Learn To Write Programs | Two Minute Papers #34
ML Fundamentals ⚡ AI Lesson
Neural Programmer-Interpreters Learn To Write Programs | Two Minute Papers #34
Two Minute Papers Beginner 10y ago
Truths Behind the Titanic : K-Nearest Neighbor
ML Fundamentals ⚡ AI Lesson
Truths Behind the Titanic : K-Nearest Neighbor
ritvikmath Beginner 10y ago
Google DeepMind's Deep Q-Learning & Superhuman Atari Gameplays | Two Minute Papers #27
ML Fundamentals
Google DeepMind's Deep Q-Learning & Superhuman Atari Gameplays | Two Minute Papers #27
Two Minute Papers Beginner 10y ago
What Deep Learning and Machine Learning Mean For the Future of SEO - Whiteboard Friday
ML Fundamentals
What Deep Learning and Machine Learning Mean For the Future of SEO - Whiteboard Friday
Moz Beginner 10y ago
Scikit Learn Incorporation - p.16 Data Analysis with Python and Pandas Tutorial
ML Fundamentals ⚡ AI Lesson
Scikit Learn Incorporation - p.16 Data Analysis with Python and Pandas Tutorial
sentdex Beginner 10y ago
The Trouble with Missing Data - Computerphile
ML Fundamentals ⚡ AI Lesson
The Trouble with Missing Data - Computerphile
Computerphile Beginner 10y ago
Why Do We Need IP Addresses? - Computerphile
ML Fundamentals ⚡ AI Lesson
Why Do We Need IP Addresses? - Computerphile
Computerphile Beginner 10y ago
Discrimination: Crash Course Government and Politics #31
ML Fundamentals
Discrimination: Crash Course Government and Politics #31
CrashCourse Beginner 10y ago
Coursera Learner Story: Scotty Rushing
ML Fundamentals
Coursera Learner Story: Scotty Rushing
Coursera Beginner 10y ago
Coursera Learner Story: Scotty Rushing (Directors Cut)
ML Fundamentals
Coursera Learner Story: Scotty Rushing (Directors Cut)
Coursera Beginner 10y ago
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
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
Comparing machine learning models in scikit-learn
ML Fundamentals
Comparing machine learning models in scikit-learn
Data School 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
Recurrent Neural Network Writes Sentences About Images | Two Minute Papers #23
ML Fundamentals
Recurrent Neural Network Writes Sentences About Images | Two Minute Papers #23
Two Minute Papers Beginner 10y ago
Coursera Learner Story: Vivek Shangari
ML Fundamentals
Coursera Learner Story: Vivek Shangari
Coursera Beginner 10y ago
Coursera Learner Story: Vivek Shangari (Director's Cut)
ML Fundamentals
Coursera Learner Story: Vivek Shangari (Director's Cut)
Coursera Beginner 10y ago
Subway Stop
ML Fundamentals
Subway Stop
Coursera Beginner 10y ago
Daydreaming
ML Fundamentals
Daydreaming
Coursera Beginner 10y ago
Coffee Break
ML Fundamentals
Coffee Break
Coursera Beginner 10y ago
Bored Meeting
ML Fundamentals
Bored Meeting
Coursera Beginner 10y ago
Commute
ML Fundamentals
Commute
Coursera Beginner 10y ago
Machine Learning Methods - Computerphile
ML Fundamentals ⚡ AI Lesson
Machine Learning Methods - Computerphile
Computerphile 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
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
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
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 11y ago
Nuggets of Data Gold - Computerphile
ML Fundamentals ⚡ AI Lesson
Nuggets of Data Gold - Computerphile
Computerphile Beginner 11y 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 11y 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
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
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Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Español
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