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
This Neural Network Combines Motion Capture and Physics
ML Fundamentals
This Neural Network Combines Motion Capture and Physics
Two Minute Papers Beginner 6y ago
Python Machine Learning #4 - Support Vector Machines
ML Fundamentals ⚡ AI Lesson
Python Machine Learning #4 - Support Vector Machines
NeuralNine Beginner 6y ago
Efficient Computing for Deep Learning, Robotics, and AI (Vivienne Sze) | MIT Deep Learning Series
ML Fundamentals ⚡ AI Lesson
Efficient Computing for Deep Learning, Robotics, and AI (Vivienne Sze) | MIT Deep Learning Series
Lex Fridman Beginner 6y ago
1. Introduction for 15.S12 Blockchain and Money, Fall 2018
ML Fundamentals
1. Introduction for 15.S12 Blockchain and Money, Fall 2018
MIT OpenCourseWare Beginner 6y ago
3. Blockchain Basics & Cryptography
ML Fundamentals ⚡ AI Lesson
3. Blockchain Basics & Cryptography
MIT OpenCourseWare Beginner 6y ago
What is Supervised Learning | Machine Learning basics explained for beginners 4
ML Fundamentals
What is Supervised Learning | Machine Learning basics explained for beginners 4
What's AI by Louis-François Bouchard Beginner 6y ago
Heroes of Deep Learning: Geoff Hinton on Career Advice
ML Fundamentals
Heroes of Deep Learning: Geoff Hinton on Career Advice
DeepLearningAI Beginner 6y ago
Deep Learning for Coders Study Group - Session #4
ML Fundamentals ⚡ AI Lesson
Deep Learning for Coders Study Group - Session #4
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
Deep Learning for Coders Study Group - Session #3
ML Fundamentals ⚡ AI Lesson
Deep Learning for Coders Study Group - Session #3
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
5 Ways Data Science Changed Finance
ML Fundamentals
5 Ways Data Science Changed Finance
365 Data Science Beginner 6y ago
PyTorch Tutorial 12 - Activation Functions
ML Fundamentals ⚡ AI Lesson
PyTorch Tutorial 12 - Activation Functions
Patrick Loeber Beginner 6y ago
Python Machine Learning Tutorial #3 - K-Nearest Neighbors Classification
ML Fundamentals ⚡ AI Lesson
Python Machine Learning Tutorial #3 - K-Nearest Neighbors Classification
NeuralNine Beginner 6y ago
What is Data Leakage In Machine Learning?
ML Fundamentals
What is Data Leakage In Machine Learning?
Krish Naik Beginner 6y ago
Loss Functions - EXPLAINED!
ML Fundamentals ⚡ AI Lesson
Loss Functions - EXPLAINED!
CodeEmporium Beginner 6y ago
Live 2020-01-20!!! Favorite ML, Data Leakage, How to Learn ML
ML Fundamentals ⚡ AI Lesson
Live 2020-01-20!!! Favorite ML, Data Leakage, How to Learn ML
StatQuest with Josh Starmer Beginner 6y ago
Privacy Preserving AI (Andrew Trask) | MIT Deep Learning Series
ML Fundamentals
Privacy Preserving AI (Andrew Trask) | MIT Deep Learning Series
Lex Fridman Beginner 6y ago
Episode 3: Handling Categorical Features in Machine Learning Problems
ML Fundamentals
Episode 3: Handling Categorical Features in Machine Learning Problems
Abhishek Thakur Beginner 6y ago
Make_Pipelines using Sklearn- Hyperparameter Tuning - Machine Learning
ML Fundamentals
Make_Pipelines using Sklearn- Hyperparameter Tuning - Machine Learning
Krish Naik Beginner 6y ago
Rust Testing and TDD - An Intro to Testing and Test Driven Development
ML Fundamentals
Rust Testing and TDD - An Intro to Testing and Test Driven Development
Tensor Programming Beginner 6y ago
PyTorch Tutorial 11 - Softmax and Cross Entropy
ML Fundamentals
PyTorch Tutorial 11 - Softmax and Cross Entropy
Patrick Loeber Beginner 6y ago
What is Deep Learning | Introduction to DL for beginners in a minute 3
ML Fundamentals ⚡ AI Lesson
What is Deep Learning | Introduction to DL for beginners in a minute 3
What's AI by Louis-François Bouchard Beginner 6y ago
Master of Computer Science/Master of Computer Science Data Science | University of Illinois Webinar
ML Fundamentals
Master of Computer Science/Master of Computer Science Data Science | University of Illinois Webinar
Coursera Beginner 6y ago
Neural Networks from Scratch announcement
ML Fundamentals
Neural Networks from Scratch announcement
sentdex Beginner 6y ago
Tips N Tricks #2: Setting up development environment for machine learning
ML Fundamentals
Tips N Tricks #2: Setting up development environment for machine learning
Abhishek Thakur Beginner 6y ago
Interpretability
ML Fundamentals ⚡ AI Lesson
Interpretability
Data Skeptic Beginner 6y ago
Live 2020-01-06!!! Sample Sizes, ML vs Statistics and a Poem
ML Fundamentals
Live 2020-01-06!!! Sample Sizes, ML vs Statistics and a Poem
StatQuest with Josh Starmer Beginner 6y ago
Meet your advisor   Gwen  3
ML Fundamentals
Meet your advisor Gwen 3
Coursera Beginner 6y ago
Artificial Intelligence in 2020
ML Fundamentals
Artificial Intelligence in 2020
Connor Shorten Beginner 6y ago
Python Machine Learning Tutorial #2 - Linear Regression
ML Fundamentals ⚡ AI Lesson
Python Machine Learning Tutorial #2 - Linear Regression
NeuralNine Beginner 6y ago
Tutorial 7: Deploying Machine Learning Models In Azure Cloud
ML Fundamentals
Tutorial 7: Deploying Machine Learning Models In Azure Cloud
Krish Naik Beginner 6y ago
Performing Hyper Parameter Tuning Using Pipeline In Sklearn- Machine Learning
ML Fundamentals
Performing Hyper Parameter Tuning Using Pipeline In Sklearn- Machine Learning
Krish Naik Beginner 6y ago
Deep Learning for Coders Study Group - Session #6
ML Fundamentals ⚡ AI Lesson
Deep Learning for Coders Study Group - Session #6
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
Deep Learning for Coders Study Group - Session #5
ML Fundamentals ⚡ AI Lesson
Deep Learning for Coders Study Group - Session #5
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
Daniel Kahneman: Thinking Fast and Slow, Deep Learning, and AI | Lex Fridman Podcast #65
ML Fundamentals
Daniel Kahneman: Thinking Fast and Slow, Deep Learning, and AI | Lex Fridman Podcast #65
Lex Fridman Beginner 6y ago
Creating Pipelines Using SKlearn- Machine Learning Tutorial
ML Fundamentals
Creating Pipelines Using SKlearn- Machine Learning Tutorial
Krish Naik Beginner 6y ago
Python Machine Learning Tutorial #1 - What is Machine Learning?
ML Fundamentals ⚡ AI Lesson
Python Machine Learning Tutorial #1 - What is Machine Learning?
NeuralNine Beginner 6y ago
Lex Fridman: Recipe for Progress in AI (Hard Work)
ML Fundamentals
Lex Fridman: Recipe for Progress in AI (Hard Work)
Lex Fridman Beginner 6y ago
Lex Fridman: Best Way to Understand the Mind is to Build It
ML Fundamentals ⚡ AI Lesson
Lex Fridman: Best Way to Understand the Mind is to Build It
Lex Fridman Beginner 6y ago
Tutorial 6 :Deployment of Machine Learning Models in Google Cloud Platform
ML Fundamentals
Tutorial 6 :Deployment of Machine Learning Models in Google Cloud Platform
Krish Naik Beginner 6y ago
What is Machine Learning? | Introduction to ML for beginners in a minute 2
ML Fundamentals
What is Machine Learning? | Introduction to ML for beginners in a minute 2
What's AI by Louis-François Bouchard Beginner 6y ago
Auto Sklearn Tutorial- Quickly Selecting Machine Learning Algorithm and HyperTuning It
ML Fundamentals
Auto Sklearn Tutorial- Quickly Selecting Machine Learning Algorithm and HyperTuning It
Krish Naik Beginner 6y ago
PyTorch Tutorial 10 - Dataset Transforms
ML Fundamentals ⚡ AI Lesson
PyTorch Tutorial 10 - Dataset Transforms
Patrick Loeber Beginner 6y ago
Episode 2: A Cross Validation Framework
ML Fundamentals
Episode 2: A Cross Validation Framework
Abhishek Thakur Beginner 6y ago
Best Free Books For Learning Data Science in 2020
ML Fundamentals
Best Free Books For Learning Data Science in 2020
Krish Naik Beginner 6y ago
Tutorial 32- Problems In Simple Recurrent Neural Network
ML Fundamentals
Tutorial 32- Problems In Simple Recurrent Neural Network
Krish Naik Beginner 6y ago
Tutorial 31- Back Propagation In Recurrent Neural Network
ML Fundamentals
Tutorial 31- Back Propagation In Recurrent Neural Network
Krish Naik Beginner 6y ago
PyTorch Tutorial 08 - Logistic Regression
ML Fundamentals ⚡ AI Lesson
PyTorch Tutorial 08 - Logistic Regression
Patrick Loeber Beginner 6y ago
PyTorch Tutorial 07 - Linear Regression
ML Fundamentals
PyTorch Tutorial 07 - Linear Regression
Patrick Loeber Beginner 6y ago
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