Foundations

ML Fundamentals

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

11,401
lessons
Skills in this topic
View full skill map →
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
Deep Learning for Coders Study Group - Session #2
ML Fundamentals ⚡ AI Lesson
Deep Learning for Coders Study Group - Session #2
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
Tutorial 30- Recurrent Neural Network Forward Propogation With Time
ML Fundamentals
Tutorial 30- Recurrent Neural Network Forward Propogation With Time
Krish Naik Beginner 6y ago
PyTorch Tutorial 05 - Gradient Descent with Autograd and Backpropagation
ML Fundamentals
PyTorch Tutorial 05 - Gradient Descent with Autograd and Backpropagation
Patrick Loeber Beginner 6y ago
Machine Learning: A New Approach to Drug Discovery with Daphne Koller - #332
ML Fundamentals ⚡ AI Lesson
Machine Learning: A New Approach to Drug Discovery with Daphne Koller - #332
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
PyTorch Tutorial 04 - Backpropagation - Theory With Example
ML Fundamentals ⚡ AI Lesson
PyTorch Tutorial 04 - Backpropagation - Theory With Example
Patrick Loeber Beginner 6y ago
Episode 1.2: Building an inference for the machine learning framework
ML Fundamentals
Episode 1.2: Building an inference for the machine learning framework
Abhishek Thakur Beginner 6y ago
Episode 1.1: Intro and building a machine learning framework
ML Fundamentals ⚡ AI Lesson
Episode 1.1: Intro and building a machine learning framework
Abhishek Thakur Beginner 6y ago
Tutorial 29- Why Use Recurrent Neural Network and Its Application
ML Fundamentals
Tutorial 29- Why Use Recurrent Neural Network and Its Application
Krish Naik Beginner 6y ago
Computer science in frontend development?
ML Fundamentals
Computer science in frontend development?
Fun Fun Function Beginner 6y ago
Optimizing Neural Network Structures with Keras-Tuner
ML Fundamentals ⚡ AI Lesson
Optimizing Neural Network Structures with Keras-Tuner
sentdex Beginner 6y ago
Erlang Programming Language - Computerphile
ML Fundamentals ⚡ AI Lesson
Erlang Programming Language - Computerphile
Computerphile Beginner 6y ago
Rohit Prasad: Deep Learning is Not Enough to Solve Reasoning | AI Podcast Clips
ML Fundamentals
Rohit Prasad: Deep Learning is Not Enough to Solve Reasoning | AI Podcast Clips
Lex Fridman Beginner 6y ago
Jumpstart Your ML Project
ML Fundamentals ⚡ AI Lesson
Jumpstart Your ML Project
Data Skeptic Beginner 6y ago
How Machine Learning Drives the Deceptive World of Deepfakes
ML Fundamentals
How Machine Learning Drives the Deceptive World of Deepfakes
Seeker Beginner 6y ago
Evolutionary Powell's method: A discrete optimizer for hyperparameter optimization
ML Fundamentals
Evolutionary Powell's method: A discrete optimizer for hyperparameter optimization
Brandon Rohrer Beginner 6y ago
Rust Async/Await - Building a Web Crawler with Surf and Async-Std
ML Fundamentals
Rust Async/Await - Building a Web Crawler with Surf and Async-Std
Tensor Programming Beginner 6y ago
Master of Machine learning and Data Science - Imperial College London
ML Fundamentals
Master of Machine learning and Data Science - Imperial College London
Coursera Beginner 6y ago
Math Needed for Mastering Data Science
ML Fundamentals
Math Needed for Mastering Data Science
Ken Jee Beginner 6y ago
Machine Learning Fundamentals: Sensitivity and Specificity
ML Fundamentals
Machine Learning Fundamentals: Sensitivity and Specificity
StatQuest with Josh Starmer Beginner 6y ago
Noam Chomsky: Deep Learning is Useful but It Doesn't Tell You Anything about Human Language
ML Fundamentals
Noam Chomsky: Deep Learning is Useful but It Doesn't Tell You Anything about Human Language
Lex Fridman Beginner 6y ago
Ancient Text Restoration
ML Fundamentals ⚡ AI Lesson
Ancient Text Restoration
Data Skeptic Beginner 6y ago
SEO Beyond Google: How to Rank On The Best Alternative Search Engine | YouTube SEO
ML Fundamentals
SEO Beyond Google: How to Rank On The Best Alternative Search Engine | YouTube SEO
Neil Patel Beginner 6y ago
Introducción a las redes neuronales convolucionales (ML Zero to Hero, parte 3)
ML Fundamentals ⚡ AI Lesson
Introducción a las redes neuronales convolucionales (ML Zero to Hero, parte 3)
TensorFlow Beginner 6y ago
Computer vision básica con ML (ML Zero to Hero, parte 2)
ML Fundamentals ⚡ AI Lesson
Computer vision básica con ML (ML Zero to Hero, parte 2)
TensorFlow Beginner 6y ago
PyTorch Tutorial 03 - Gradient Calculation With Autograd
ML Fundamentals ⚡ AI Lesson
PyTorch Tutorial 03 - Gradient Calculation With Autograd
Patrick Loeber Beginner 6y ago
Deep Learning for Coders Study Group - Session #1
ML Fundamentals ⚡ AI Lesson
Deep Learning for Coders Study Group - Session #1
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
How to Know with Celeste Kidd - #330
ML Fundamentals ⚡ AI Lesson
How to Know with Celeste Kidd - #330
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
Using Deep Learning to Predict Wildfires with Feng Yan - #329
ML Fundamentals ⚡ AI Lesson
Using Deep Learning to Predict Wildfires with Feng Yan - #329
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
Tutorial 27- Create CNN Model and Optimize using Keras Tuner- Deep Learning
ML Fundamentals
Tutorial 27- Create CNN Model and Optimize using Keras Tuner- Deep Learning
Krish Naik Beginner 6y ago
Should We Use Machine Learning or Deep Learning For Data Science Project?
ML Fundamentals
Should We Use Machine Learning or Deep Learning For Data Science Project?
Krish Naik Beginner 6y ago
Machine Learning Project Vs Deep Learning Project
ML Fundamentals
Machine Learning Project Vs Deep Learning Project
Krish Naik Beginner 6y ago
Tutorial 26- Create Image Dataset using Data Augmentation using Keras-Deep Learning-Data Science
ML Fundamentals
Tutorial 26- Create Image Dataset using Data Augmentation using Keras-Deep Learning-Data Science
Krish Naik Beginner 6y ago
Tutorial 25- Data Augmentation In CNN-Deep Learning
ML Fundamentals
Tutorial 25- Data Augmentation In CNN-Deep Learning
Krish Naik Beginner 6y ago
TWiML x Fast ai Deep Learning Part 2 Study Group - Lesson 17
ML Fundamentals ⚡ AI Lesson
TWiML x Fast ai Deep Learning Part 2 Study Group - Lesson 17
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
Helping Fish Farmers Feed the World with Deep Learning w/ Bryton Shang - #327
ML Fundamentals ⚡ AI Lesson
Helping Fish Farmers Feed the World with Deep Learning w/ Bryton Shang - #327
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
Metaflow, a Human-Centric Framework for Data Science with Ville Tuulos - #326
ML Fundamentals ⚡ AI Lesson
Metaflow, a Human-Centric Framework for Data Science with Ville Tuulos - #326
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
PyTorch Tutorial 02 - Tensor Basics
ML Fundamentals
PyTorch Tutorial 02 - Tensor Basics
Patrick Loeber Beginner 6y ago
PyTorch Tutorial 01 - Installation
ML Fundamentals
PyTorch Tutorial 01 - Installation
Patrick Loeber Beginner 6y ago
Anaconda Tutorial - Installation and Basic Commands
ML Fundamentals ⚡ AI Lesson
Anaconda Tutorial - Installation and Basic Commands
Patrick Loeber Beginner 6y ago
Data Scientist Vs Machine Learning Researcher Vs Machine Learning Engineer
ML Fundamentals
Data Scientist Vs Machine Learning Researcher Vs Machine Learning Engineer
Krish Naik Beginner 6y ago
K-Means Clustering in Python - Machine Learning From Scratch 12 - Python Tutorial
ML Fundamentals ⚡ AI Lesson
K-Means Clustering in Python - Machine Learning From Scratch 12 - Python Tutorial
Patrick Loeber Beginner 6y ago
PCA (Principal Component Analysis) in Python - Machine Learning From Scratch 11 - Python Tutorial
ML Fundamentals
PCA (Principal Component Analysis) in Python - Machine Learning From Scratch 11 - Python Tutorial
Patrick Loeber Beginner 6y ago
Noam Chomsky: Language, Cognition, and Deep Learning | Lex Fridman Podcast #53
ML Fundamentals
Noam Chomsky: Language, Cognition, and Deep Learning | Lex Fridman Podcast #53
Lex Fridman Beginner 6y ago
Gilbert Strang: Why People Like Math
ML Fundamentals
Gilbert Strang: Why People Like Math
Lex Fridman Beginner 6y ago
Gilbert Strang: Singular Value Decomposition
ML Fundamentals
Gilbert Strang: Singular Value Decomposition
Lex Fridman Beginner 6y ago
Gilbert Strang: MIT OpenCourseWare (OCW)
ML Fundamentals ⚡ AI Lesson
Gilbert Strang: MIT OpenCourseWare (OCW)
Lex Fridman Beginner 6y ago
Gilbert Strang: Teaching Math by Example
ML Fundamentals ⚡ AI Lesson
Gilbert Strang: Teaching Math by Example
Lex Fridman Beginner 6y ago
Introducción a Machine Learning (ML Zero to Hero, parte 1)
ML Fundamentals ⚡ AI Lesson
Introducción a Machine Learning (ML Zero to Hero, parte 1)
TensorFlow Beginner 6y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Advanced Java Concepts
📚 Coursera Course ↗
Self-paced
Advanced Java Concepts
Opens on Coursera ↗
Predictive Models for Financial Risk
📚 Coursera Course ↗
Self-paced
Predictive Models for Financial Risk
Opens on Coursera ↗
Python and Machine Learning for Asset Management
📚 Coursera Course ↗
Self-paced
Python and Machine Learning for Asset Management
Opens on Coursera ↗
Microsoft Gen AI for Executives Course - Gen AI Adoption
📚 Coursera Course ↗
Self-paced
Microsoft Gen AI for Executives Course - Gen AI Adoption
Opens on Coursera ↗
Breast Cancer Prediction Using Machine Learning
📚 Coursera Course ↗
Self-paced
Breast Cancer Prediction Using Machine Learning
Opens on Coursera ↗
Applied Plotting, Charting & Data Representation in Python
📚 Coursera Course ↗
Self-paced
Applied Plotting, Charting & Data Representation in Python
Opens on Coursera ↗