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
Lecture 5: Sums
ML Fundamentals
Lecture 5: Sums
MIT OpenCourseWare Advanced 9mo ago
We Build Neural Networks Without Understanding What They Do
ML Fundamentals ⚡ AI Lesson
We Build Neural Networks Without Understanding What They Do
DataCamp Intermediate 9mo ago
Memory Mapping - Computerphile
ML Fundamentals ⚡ AI Lesson
Memory Mapping - Computerphile
Computerphile Beginner 9mo ago
AI Engineer Roadmap – How to Learn AI in 2025 | AI Engineer
ML Fundamentals
AI Engineer Roadmap – How to Learn AI in 2025 | AI Engineer
GeeksforGeeks Intermediate 9mo ago
Why I Waited to Learn Machine Learning (& Why I Shouldn't Have)
ML Fundamentals
Why I Waited to Learn Machine Learning (& Why I Shouldn't Have)
Coursera Intermediate 9mo ago
Why I'm Learning Machine Learning on Coursera 🤖
ML Fundamentals
Why I'm Learning Machine Learning on Coursera 🤖
Coursera Beginner 9mo ago
Convolution Network back propagation by hand | the math you should know!
ML Fundamentals ⚡ AI Lesson
Convolution Network back propagation by hand | the math you should know!
CodeEmporium Advanced 9mo ago
How Neural Networks Work (AI Beginner’s Guide) | FutureSeed AI | #ai #education #techlearn
ML Fundamentals
How Neural Networks Work (AI Beginner’s Guide) | FutureSeed AI | #ai #education #techlearn
FutureSeed AI Beginner 9mo ago
Complete Blueprint to land an IT Job as a Fresher | ft: @HR_Navin Life Lessons Podcast in Tamil
ML Fundamentals
Complete Blueprint to land an IT Job as a Fresher | ft: @HR_Navin Life Lessons Podcast in Tamil
AI Coach John (Tamil) Beginner 9mo ago
Catherine Ji  - Horizon Generalization in Reinforcement Learning
ML Fundamentals ⚡ AI Lesson
Catherine Ji - Horizon Generalization in Reinforcement Learning
Cohere Beginner 9mo ago
Inside Uber's Advanced AI and Machine Learning Platform
ML Fundamentals
Inside Uber's Advanced AI and Machine Learning Platform
MLOps.community Beginner 9mo ago
What’s the Probability That Two Randomly Drawn Chords in a Circle Intersect?
ML Fundamentals ⚡ AI Lesson
What’s the Probability That Two Randomly Drawn Chords in a Circle Intersect?
AI For Beginners Beginner 9mo ago
What is AI? Explain Simply with Examples | Artificial Intelligence, Machine Learning, Generative AI
ML Fundamentals
What is AI? Explain Simply with Examples | Artificial Intelligence, Machine Learning, Generative AI
Simple AI Class with Dr Linda Beginner 9mo ago
Sara Hooker - Research Mentorship Session
ML Fundamentals
Sara Hooker - Research Mentorship Session
Cohere Beginner 9mo ago
Nobel Laureate John Jumper: AI is Revolutionizing Scientific Discovery
ML Fundamentals
Nobel Laureate John Jumper: AI is Revolutionizing Scientific Discovery
Y Combinator Beginner 9mo ago
ROC AUC Explained in 60 Seconds (No Jargon!)
ML Fundamentals ⚡ AI Lesson
ROC AUC Explained in 60 Seconds (No Jargon!)
Analytics Vidhya Beginner 9mo ago
A torch.fx Based Compression Toolkit Empowered by torch_musa - Fan Mo, Moore Threads
ML Fundamentals
A torch.fx Based Compression Toolkit Empowered by torch_musa - Fan Mo, Moore Threads
PyTorch Beginner 9mo ago
Diving in Hugging Face Hub; Share Your Model Weights on the #1 AI Hub, Home of 700k+... Tiezhen Wang
ML Fundamentals
Diving in Hugging Face Hub; Share Your Model Weights on the #1 AI Hub, Home of 700k+... Tiezhen Wang
PyTorch Beginner 9mo ago
This Is How You Actually Learn AI and Machine learning
ML Fundamentals
This Is How You Actually Learn AI and Machine learning
Jean Lee Beginner 9mo ago
Reverse-engineering GGUF | Post-Training Quantization
ML Fundamentals
Reverse-engineering GGUF | Post-Training Quantization
Julia Turc Beginner 9mo ago
📊 How to Spot Outliers in 60 Seconds! (Data Science Hack!)
ML Fundamentals
📊 How to Spot Outliers in 60 Seconds! (Data Science Hack!)
Analytics Vidhya Beginner 9mo ago
The AI Behind Netflixs Recommendations
ML Fundamentals
The AI Behind Netflixs Recommendations
AI Simplified Beginner 9mo ago
Does your product require AI/ML
ML Fundamentals ⚡ AI Lesson
Does your product require AI/ML
MLOps.community Intermediate 9mo ago
Stanford Seminar - Build less, design more (interactive systems)
ML Fundamentals
Stanford Seminar - Build less, design more (interactive systems)
Stanford Online Beginner 9mo ago
AI and machine learning pioneers - Summer 2025  #oxfordexperience #oxforduniversity
ML Fundamentals
AI and machine learning pioneers - Summer 2025 #oxfordexperience #oxforduniversity
Saïd Business School, University of Oxford Beginner 9mo ago
CPU Kernel Mode - Computerphile
ML Fundamentals ⚡ AI Lesson
CPU Kernel Mode - Computerphile
Computerphile Beginner 9mo ago
Authentication with an MCP server. A quick demo.
ML Fundamentals ⚡ AI Lesson
Authentication with an MCP server. A quick demo.
Simon Willison (underfitted) Intermediate 9mo ago
All Machine Learning Concepts Explained in 18 Minutes!
ML Fundamentals ⚡ AI Lesson
All Machine Learning Concepts Explained in 18 Minutes!
AI For Beginners Beginner 9mo ago
Summit Live: Data Intelligence for Marketing
ML Fundamentals ⚡ AI Lesson
Summit Live: Data Intelligence for Marketing
Databricks Intermediate 9mo ago
Hugging Face's open-sourced robots are now yours to own
ML Fundamentals
Hugging Face's open-sourced robots are now yours to own
TechCrunch Beginner 9mo ago
The Big Daddy of Infinite Integrals - Numberphile
ML Fundamentals
The Big Daddy of Infinite Integrals - Numberphile
Numberphile Beginner 9mo ago
Simplifying Training and GenAI Finetuning Using Serverless GPU Compute
ML Fundamentals ⚡ AI Lesson
Simplifying Training and GenAI Finetuning Using Serverless GPU Compute
Databricks Intermediate 9mo ago
What Is Bookkeeping? A Simple Guide to Getting Started
ML Fundamentals
What Is Bookkeeping? A Simple Guide to Getting Started
Coursera Beginner 9mo ago
Arthur Douillard - Distributed Training in Machine Learning
ML Fundamentals ⚡ AI Lesson
Arthur Douillard - Distributed Training in Machine Learning
Cohere Advanced 9mo ago
Intel's PyTorch Journey: Promoting AI Performance and Optimizing Open-Source Software - Mingfei Ma
ML Fundamentals
Intel's PyTorch Journey: Promoting AI Performance and Optimizing Open-Source Software - Mingfei Ma
PyTorch Intermediate 9mo ago
Career Counseling: The Human Side of the Future of Work
ML Fundamentals
Career Counseling: The Human Side of the Future of Work
Coursera Beginner 9mo ago
Top 10 AI Chrome Extensions You Need in 2025!
ML Fundamentals
Top 10 AI Chrome Extensions You Need in 2025!
Analytics Vidhya Intermediate 9mo ago
Gowthami Somepalli  - Secret Life of Noise  Understanding Diffusion Models
ML Fundamentals ⚡ AI Lesson
Gowthami Somepalli - Secret Life of Noise Understanding Diffusion Models
Cohere Beginner 9mo ago
From Circuits to Street Smarts
ML Fundamentals ⚡ AI Lesson
From Circuits to Street Smarts
MLOps.community Intermediate 9mo ago
Reinvent Your Career at 40: Steps to Success
ML Fundamentals
Reinvent Your Career at 40: Steps to Success
Coursera Beginner 9mo ago
Sara Hooker - The slow death of scaling and what comes next (Khipu 2025)
ML Fundamentals
Sara Hooker - The slow death of scaling and what comes next (Khipu 2025)
Cohere Beginner 9mo ago
Revolutionizing Neural Network Training: Tony S.F. Explains Optimization with LMO
ML Fundamentals ⚡ AI Lesson
Revolutionizing Neural Network Training: Tony S.F. Explains Optimization with LMO
Cohere Advanced 9mo ago
Cross-Validation in ML Explained in 60 Seconds!
ML Fundamentals ⚡ AI Lesson
Cross-Validation in ML Explained in 60 Seconds!
Analytics Vidhya Beginner 9mo ago
3 to 1,000 Use Cases
ML Fundamentals ⚡ AI Lesson
3 to 1,000 Use Cases
MLOps.community Beginner 9mo ago
#search ai use case at @Uber  #podcast #aiinpractice #mlops
ML Fundamentals
#search ai use case at @Uber #podcast #aiinpractice #mlops
MLOps.community Intermediate 9mo ago
Optimize Cost and User Value Through Model Routing AI Agent
ML Fundamentals ⚡ AI Lesson
Optimize Cost and User Value Through Model Routing AI Agent
Databricks Beginner 9mo ago
Sponsored by: SAP | SAP and Databricks Open a Bold New Era of Data and AI​
ML Fundamentals ⚡ AI Lesson
Sponsored by: SAP | SAP and Databricks Open a Bold New Era of Data and AI​
Databricks Advanced 9mo ago
How Databricks Powers Real-Time Threat Detection at Barracuda XDR
ML Fundamentals ⚡ AI Lesson
How Databricks Powers Real-Time Threat Detection at Barracuda XDR
Databricks Beginner 9mo ago
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