Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent โ€” the maths behind AI

11,164
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
The Ethics of Explainability in Human and AI decision-making | Carlo Cordasco
ML Fundamentals
The Ethics of Explainability in Human and AI decision-making | Carlo Cordasco
Saรฏd Business School, University of Oxford Beginner 1y ago
Deep Learning with PyTorch Full Course | Master PyTorch, Tensors, and Neural Networks
ML Fundamentals โšก AI Lesson
Deep Learning with PyTorch Full Course | Master PyTorch, Tensors, and Neural Networks
DataCamp Beginner 1y ago
7 Skills You Need to Become a Data Scientist in 2025 ๐Ÿ“Š
ML Fundamentals
7 Skills You Need to Become a Data Scientist in 2025 ๐Ÿ“Š
Coursera Beginner 1y ago
Analyzing Filter Values ๐Ÿ•ต๏ธ - Equal Influence of Pixels ๐Ÿ”„ - Topic 259 #ai #ml
ML Fundamentals โšก AI Lesson
Analyzing Filter Values ๐Ÿ•ต๏ธ - Equal Influence of Pixels ๐Ÿ”„ - Topic 259 #ai #ml
deeplizard Beginner 1y ago
3 Things I dislike being a Data Scientist
ML Fundamentals โšก AI Lesson
3 Things I dislike being a Data Scientist
Aladdin Persson Beginner 1y ago
The Four Fundamental Subspaces and Least Squares
ML Fundamentals
The Four Fundamental Subspaces and Least Squares
MIT OpenCourseWare Beginner 1y ago
Cross-Cloud Management Made Easy
ML Fundamentals
Cross-Cloud Management Made Easy
MLOps.community Beginner 1y ago
Building a 3D shooter game using AI alone (vibe-coding)
ML Fundamentals โšก AI Lesson
Building a 3D shooter game using AI alone (vibe-coding)
Underfitted Beginner 1y ago
Python Beginners Project | Predict Cricket Score PART II | LIVE Project Building | GeeksforGeeks
ML Fundamentals
Python Beginners Project | Predict Cricket Score PART II | LIVE Project Building | GeeksforGeeks
GeeksforGeeks Beginner 1y ago
AI Jobs Nobody Talks About
ML Fundamentals
AI Jobs Nobody Talks About
Jean Lee Beginner 1y ago
End to End Gen AI Course | Session 12 | LLM Architecture | Shortcut Connection
ML Fundamentals
End to End Gen AI Course | Session 12 | LLM Architecture | Shortcut Connection
GEN AI hub Beginner 1y ago
Top Edge Detection in Filters ๐Ÿ” - Analyzing Convolutional Output ๐ŸŒŸ - Topic 258 #ai #ml
ML Fundamentals โšก AI Lesson
Top Edge Detection in Filters ๐Ÿ” - Analyzing Convolutional Output ๐ŸŒŸ - Topic 258 #ai #ml
deeplizard Beginner 1y ago
MCP is awesome and here is why.
ML Fundamentals
MCP is awesome and here is why.
Underfitted Beginner 1y ago
Top 10 programming courses by Google.
ML Fundamentals
Top 10 programming courses by Google.
Sahil & Sarra Beginner 1y ago
Python Beginners Project | Predict Cricket Score | LIVE Project Building | GeeksforGeeks
ML Fundamentals
Python Beginners Project | Predict Cricket Score | LIVE Project Building | GeeksforGeeks
GeeksforGeeks Beginner 1y ago
Day3-Backend Code developemt- Custom Video Broadcaster
ML Fundamentals
Day3-Backend Code developemt- Custom Video Broadcaster
Krish Naik Beginner 1y ago
Stanford Seminar - A Billion Medical Devices - Using far from perfect ML to help patients
ML Fundamentals
Stanford Seminar - A Billion Medical Devices - Using far from perfect ML to help patients
Stanford Online Beginner 1y ago
A 1.58-Dimensional Object - Numberphile
ML Fundamentals
A 1.58-Dimensional Object - Numberphile
Numberphile Beginner 1y ago
Intro to Machine Learning featuring Generative AI
ML Fundamentals โšก AI Lesson
Intro to Machine Learning featuring Generative AI
freeCodeCamp.org Beginner 1y ago
How I handle multiple Python Versions (pyenv)
ML Fundamentals
How I handle multiple Python Versions (pyenv)
NetworkChuck (2) Beginner 1y ago
Day 2-AI Crash Course-Coding From Scratch Custom Video Broadcaster
ML Fundamentals
Day 2-AI Crash Course-Coding From Scratch Custom Video Broadcaster
Krish Naik Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 15 - After DPO by Nathan Lambert
ML Fundamentals โšก AI Lesson
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 15 - After DPO by Nathan Lambert
Stanford Online Beginner 1y ago
Mutli layer perceptron - Explained!
ML Fundamentals โšก AI Lesson
Mutli layer perceptron - Explained!
CodeEmporium Beginner 1y ago
Junior vs Senior vs Staff vs Principalย Dataย Scientist
ML Fundamentals โšก AI Lesson
Junior vs Senior vs Staff vs Principalย Dataย Scientist
Aladdin Persson Beginner 1y ago
Linear Algebra for Machine Learning
ML Fundamentals โšก AI Lesson
Linear Algebra for Machine Learning
freeCodeCamp.org Beginner 1y ago
OOPS In Real World Websites & APPS | OOPS for MNC In TAMIL - 2025 | OOPS In 50 Minutes.
ML Fundamentals
OOPS In Real World Websites & APPS | OOPS for MNC In TAMIL - 2025 | OOPS In 50 Minutes.
insimpletermz Beginner 1y ago
Spring Boot Tutorial for Beginners [2025]
ML Fundamentals โšก AI Lesson
Spring Boot Tutorial for Beginners [2025]
Programming with Mosh Beginner 1y ago
LoG Conference 2024 Day 3, Part 1/2 - Tutorial on Graph Deep Learning for Time Series Processing
ML Fundamentals
LoG Conference 2024 Day 3, Part 1/2 - Tutorial on Graph Deep Learning for Time Series Processing
Learning on Graphs Conference Beginner 1y ago
The Model Context Protocol (MCP) Explained (and one cool code example.)
ML Fundamentals โšก AI Lesson
The Model Context Protocol (MCP) Explained (and one cool code example.)
Underfitted Beginner 1y ago
How Filters Detect Edges in CNNs ๐Ÿ”ฌ - Analyzing Filter Values ๐Ÿ“ˆ - Topic 257 #ai #ml
ML Fundamentals โšก AI Lesson
How Filters Detect Edges in CNNs ๐Ÿ”ฌ - Analyzing Filter Values ๐Ÿ“ˆ - Topic 257 #ai #ml
deeplizard Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 16 - ConvNets and TreeRNNs
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 16 - ConvNets and TreeRNNs
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 18 - NLP, Linguistics, Philosophy
ML Fundamentals โšก AI Lesson
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 18 - NLP, Linguistics, Philosophy
Stanford Online Beginner 1y ago
Stanford CS224N: NLP w/ DL| Spring 2024 | Lecture 13 - Brain-Computer Interfaces, Chaofei Fan
ML Fundamentals
Stanford CS224N: NLP w/ DL| Spring 2024 | Lecture 13 - Brain-Computer Interfaces, Chaofei Fan
Stanford Online Beginner 1y ago
Stanford CS224N: NLP w/ DL | Spring 2024 | Lecture 12 - Efficient Training, Shikhar Murty
ML Fundamentals
Stanford CS224N: NLP w/ DL | Spring 2024 | Lecture 12 - Efficient Training, Shikhar Murty
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 11 - Benchmarking by Yann Dubois
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 11 - Benchmarking by Yann Dubois
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 6 - Sequence to Sequence Models
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 6 - Sequence to Sequence Models
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 5 - Recurrent Neural Networks
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 5 - Recurrent Neural Networks
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 4 - Dependency Parsing
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 4 - Dependency Parsing
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 3 - Backpropagation, Neural Network
ML Fundamentals โšก AI Lesson
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 3 - Backpropagation, Neural Network
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 2 - Word Vectors and Language Models
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 2 - Word Vectors and Language Models
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 1 - Intro and Word Vectors
ML Fundamentals โšก AI Lesson
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 1 - Intro and Word Vectors
Stanford Online Beginner 1y ago
Day 1-Live AI Crash Course-End To End Custom Video Broadcaster
ML Fundamentals
Day 1-Live AI Crash Course-End To End Custom Video Broadcaster
Krish Naik Beginner 1y ago
Identifying Image Edges with Filters ๐Ÿ”Ž - Convolution Results Explained ๐Ÿ“Š - Topic 256 #ai #ml
ML Fundamentals โšก AI Lesson
Identifying Image Edges with Filters ๐Ÿ”Ž - Convolution Results Explained ๐Ÿ“Š - Topic 256 #ai #ml
deeplizard Beginner 1y ago
More people should start using Dev Containers in Visual Studio Code
ML Fundamentals โšก AI Lesson
More people should start using Dev Containers in Visual Studio Code
Underfitted Beginner 1y ago
Edge Detection Using Filters ๐ŸŽจ - Stride and Convolution Mechanics ๐Ÿ“ - Topic 255 #ai #ml
ML Fundamentals โšก AI Lesson
Edge Detection Using Filters ๐ŸŽจ - Stride and Convolution Mechanics ๐Ÿ“ - Topic 255 #ai #ml
deeplizard Beginner 1y ago
How to build an ETL pipeline that doesn't suck
ML Fundamentals โšก AI Lesson
How to build an ETL pipeline that doesn't suck
Underfitted Beginner 1y ago
Data Analyst vs Machine Learning Engineer vs Data Scientist roles
ML Fundamentals
Data Analyst vs Machine Learning Engineer vs Data Scientist roles
Aladdin Persson Beginner 1y ago
Can AI survive Indiaโ€™s Got Latent COMEDY?
ML Fundamentals
Can AI survive Indiaโ€™s Got Latent COMEDY?
GeeksforGeeks Beginner 1y ago
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Building Resilient Streaming Systems on GCP em Portuguรชs Brasileiro
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Building Resilient Streaming Systems on GCP em Portuguรชs Brasileiro
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CUDA at Scale for the Enterprise
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CUDA at Scale for the Enterprise
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