Foundations

ML Fundamentals

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

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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
Machine Learning Explained with Oreos ๐Ÿ˜‹
ML Fundamentals โšก AI Lesson
Machine Learning Explained with Oreos ๐Ÿ˜‹
Sajjaad Khader Beginner 1y ago
Keras Crash Course | Deep Learning, Image Modelling, RNNs and More
ML Fundamentals โšก AI Lesson
Keras Crash Course | Deep Learning, Image Modelling, RNNs and More
DataCamp Beginner 1y ago
Running on Empty: Bouncing Back from Burnout
ML Fundamentals
Running on Empty: Bouncing Back from Burnout
Coursera Beginner 1y ago
Working as a Data Science freelancer
ML Fundamentals โšก AI Lesson
Working as a Data Science freelancer
Aladdin Persson Beginner 1y ago
Filter Value Connections in CNNs ๐Ÿ”— - Understanding Network Weights ๐ŸŽš๏ธ - Topic 269 #ai #ml
ML Fundamentals โšก AI Lesson
Filter Value Connections in CNNs ๐Ÿ”— - Understanding Network Weights ๐ŸŽš๏ธ - Topic 269 #ai #ml
deeplizard Beginner 1y ago
Shocking Study: Physician Errors as a Leading Cause of Death
ML Fundamentals
Shocking Study: Physician Errors as a Leading Cause of Death
MLOps.community Beginner 1y ago
AI discovers PHYSICS: Lagrange & Hamiltonian (MIT)
ML Fundamentals โšก AI Lesson
AI discovers PHYSICS: Lagrange & Hamiltonian (MIT)
Discover AI Beginner 1y ago
The Tea Lady Experiment - Numberphile
ML Fundamentals
The Tea Lady Experiment - Numberphile
Numberphile Beginner 1y ago
Learn real-world skills with AI Tutor | Michael Gawenka, Solutions Consultant, HackerRank
ML Fundamentals
Learn real-world skills with AI Tutor | Michael Gawenka, Solutions Consultant, HackerRank
HackerRank Beginner 1y ago
AI Concepts You NEED to Know (Learn AI Fast)
ML Fundamentals
AI Concepts You NEED to Know (Learn AI Fast)
Jean Lee Beginner 1y ago
Illustrating Convolutional Layer Connectivity ๐ŸŒ - CNN Structure ๐Ÿ—๏ธ - Topic 268 #ai #ml
ML Fundamentals โšก AI Lesson
Illustrating Convolutional Layer Connectivity ๐ŸŒ - CNN Structure ๐Ÿ—๏ธ - Topic 268 #ai #ml
deeplizard Beginner 1y ago
Reinforcement Learning with Neural Networks: Mathematical Details
ML Fundamentals โšก AI Lesson
Reinforcement Learning with Neural Networks: Mathematical Details
StatQuest (Josh Starmer) Beginner 1y ago
Backpropagation in Deep learning | Train a neural network | Deep learning for beginners | in Tamil
ML Fundamentals
Backpropagation in Deep learning | Train a neural network | Deep learning for beginners | in Tamil
Adi Explains Beginner 1y ago
Accelerate scikit-learn Machine Learning Models 50x with NVIDIA cuML
ML Fundamentals
Accelerate scikit-learn Machine Learning Models 50x with NVIDIA cuML
Krish Naik Beginner 1y ago
The World's LONGEST Klein Bottle - Numberphile
ML Fundamentals
The World's LONGEST Klein Bottle - Numberphile
Numberphile Beginner 1y ago
The AI Tool That Will Replace Web Developers Is HERE
ML Fundamentals
The AI Tool That Will Replace Web Developers Is HERE
Jean Lee Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Guest Lecture: Somil Bansal, Stanford
ML Fundamentals โšก AI Lesson
Stanford AA228V I Validation of Safety Critical Systems I Guest Lecture: Somil Bansal, Stanford
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Explainability
ML Fundamentals โšก AI Lesson
Stanford AA228V I Validation of Safety Critical Systems I Explainability
Stanford Online Beginner 1y ago
Data Science Gamechanger?
ML Fundamentals โšก AI Lesson
Data Science Gamechanger?
Rob Mulla Beginner 1y ago
5 functions you need to know to understand ML || A story of mathematical intuition.
ML Fundamentals โšก AI Lesson
5 functions you need to know to understand ML || A story of mathematical intuition.
Paper in a Pod Beginner 1y ago
How Rad AI uses Weights & Biases to revolutionize radiology
ML Fundamentals
How Rad AI uses Weights & Biases to revolutionize radiology
Weights & Biases Beginner 1y ago
How to learn Deep Learning 2025
ML Fundamentals โšก AI Lesson
How to learn Deep Learning 2025
Aladdin Persson Beginner 1y ago
10 Online Learning Benefits You Never Knew! ๐Ÿ“š
ML Fundamentals
10 Online Learning Benefits You Never Knew! ๐Ÿ“š
Coursera Beginner 1y ago
Generative AI as it best with Python, OpenAI, and the Murf API (I stole this example)
ML Fundamentals
Generative AI as it best with Python, OpenAI, and the Murf API (I stole this example)
Underfitted Beginner 1y ago
Evolution of Neural Networks: Zero to Hero
ML Fundamentals โšก AI Lesson
Evolution of Neural Networks: Zero to Hero
CodeEmporium Beginner 1y ago
Can AI Help You Talk to Pets? ๐Ÿถ๐Ÿค–
ML Fundamentals
Can AI Help You Talk to Pets? ๐Ÿถ๐Ÿค–
GeeksforGeeks Beginner 1y ago
Data Meets Machine Learning - Marc Millstone
ML Fundamentals โšก AI Lesson
Data Meets Machine Learning - Marc Millstone
Outerbounds Beginner 1y ago
Don't Start Data Science Without Knowing This! ๐Ÿ˜จ| Roadmap , Prerequisites & Salary
ML Fundamentals
Don't Start Data Science Without Knowing This! ๐Ÿ˜จ| Roadmap , Prerequisites & Salary
AI Coach John (Tamil) Beginner 1y ago
Filter Weights in Convolutional Layers ๐Ÿ‹๏ธโ€โ™‚๏ธ - CNN Weights Analysis ๐Ÿ“ˆ - Topic 267 #ai #ml
ML Fundamentals โšก AI Lesson
Filter Weights in Convolutional Layers ๐Ÿ‹๏ธโ€โ™‚๏ธ - CNN Weights Analysis ๐Ÿ“ˆ - Topic 267 #ai #ml
deeplizard Beginner 1y ago
The Hottest Programming Language? English.
ML Fundamentals
The Hottest Programming Language? English.
Jean Lee Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Discrete Reachability
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Discrete Reachability
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Runtime Monitoring
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Runtime Monitoring
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Reachability for Nonlinear Systems
ML Fundamentals โšก AI Lesson
Stanford AA228V I Validation of Safety Critical Systems I Reachability for Nonlinear Systems
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Reachability for Linear Systems
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Reachability for Linear Systems
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Adaptive Importance Sampling
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Adaptive Importance Sampling
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Importance Sampling
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Importance Sampling
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Failure Distribution
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Failure Distribution
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Guest Lecture: Anthony Corso, Terra AI
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Guest Lecture: Anthony Corso, Terra AI
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Falsification through Planning
ML Fundamentals โšก AI Lesson
Stanford AA228V I Validation of Safety Critical Systems I Falsification through Planning
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Falsification through Optimization
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Falsification through Optimization
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Property Specification 2
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Property Specification 2
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Property Specification 1
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Property Specification 1
Stanford Online Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I System Modeling
ML Fundamentals โšก AI Lesson
Stanford AA228V I Validation of Safety Critical Systems I System Modeling
Stanford Online Beginner 1y ago
Convolution Operation in CNNs ๐Ÿ”„ - Filter Mechanics ๐Ÿงฉ - Topic 266 #ai #ml
ML Fundamentals โšก AI Lesson
Convolution Operation in CNNs ๐Ÿ”„ - Filter Mechanics ๐Ÿงฉ - Topic 266 #ai #ml
deeplizard Beginner 1y ago
Passing Image Data to CNNs ๐Ÿ“ธ - Channel-Based Features ๐ŸŒˆ - Topic 265 #ai #ml
ML Fundamentals โšก AI Lesson
Passing Image Data to CNNs ๐Ÿ“ธ - Channel-Based Features ๐ŸŒˆ - Topic 265 #ai #ml
deeplizard Beginner 1y ago
What Is Quantum Computers and How Will It Change Everything?
ML Fundamentals
What Is Quantum Computers and How Will It Change Everything?
Jean Lee Beginner 1y ago
Understanding Convolutional Filters โš™๏ธ - CNN Architecture ๐Ÿ›๏ธ - Topic 264 #ai #ml
ML Fundamentals โšก AI Lesson
Understanding Convolutional Filters โš™๏ธ - CNN Architecture ๐Ÿ›๏ธ - Topic 264 #ai #ml
deeplizard Beginner 1y ago
Building a Machine Learning Portfolio
ML Fundamentals โšก AI Lesson
Building a Machine Learning Portfolio
Aladdin Persson Beginner 1y ago
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Machine Learning in the Enterprise - Italiano
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Self-paced
Machine Learning in the Enterprise - Italiano
Opens on Coursera โ†—
Oracle Cloud Infrastructure AI Foundations
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Self-paced
Oracle Cloud Infrastructure AI Foundations
Opens on Coursera โ†—
Python Machine Learning By Example
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Self-paced
Python Machine Learning By Example
Opens on Coursera โ†—
Chatbots with Keras & NLP: Build & Evaluate
๐Ÿ“š Coursera Course โ†—
Self-paced
Chatbots with Keras & NLP: Build & Evaluate
Opens on Coursera โ†—
AI Workflow: Business Priorities and Data Ingestion
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Self-paced
AI Workflow: Business Priorities and Data Ingestion
Opens on Coursera โ†—
Reinforcement Learning
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Self-paced
Reinforcement Learning
Opens on Coursera โ†—