Foundations

ML Fundamentals

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

11,259
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
Dream unlocked: I'm publishing my first book! ๐ŸŽ‰๐ŸŽ‰๐ŸŽ‰
ML Fundamentals โšก AI Lesson
Dream unlocked: I'm publishing my first book! ๐ŸŽ‰๐ŸŽ‰๐ŸŽ‰
DataSchool Beginner 7mo ago
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Voting
ML Fundamentals โšก AI Lesson
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Voting
Stanford Online Beginner 7mo ago
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Ethics
ML Fundamentals
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Ethics
Stanford Online Beginner 7mo ago
Why Do Escalator Steps Have Teeth?
ML Fundamentals
Why Do Escalator Steps Have Teeth?
Veritasium Beginner 7mo ago
Hyperparameter Tuning Tips that 99% of Data Scientists Overlook
ML Fundamentals โšก AI Lesson
Hyperparameter Tuning Tips that 99% of Data Scientists Overlook
Rob Mulla Beginner 7mo ago
Climbing the Code Ladder: Mapping Your Software Engineering Career Path
ML Fundamentals
Climbing the Code Ladder: Mapping Your Software Engineering Career Path
Coursera Beginner 7mo ago
Lord of the Commutative Rings - Numberphile
ML Fundamentals
Lord of the Commutative Rings - Numberphile
Numberphile Beginner 7mo ago
"What is the difference between AI , ML and DL ?"  (#AI #ML #DL #Explained #Short )
ML Fundamentals
"What is the difference between AI , ML and DL ?" (#AI #ML #DL #Explained #Short )
AI Simply Explained Beginner 7mo ago
Will the AI Bubble Burst? or Replace us All?
ML Fundamentals
Will the AI Bubble Burst? or Replace us All?
Jean Lee Beginner 7mo ago
AI Episode 12 | Local Search in AI | Hill Climbing, Random Restart & Stochastic Search Explained
ML Fundamentals
AI Episode 12 | Local Search in AI | Hill Climbing, Random Restart & Stochastic Search Explained
The Explain Lab Beginner 7mo ago
R-CNN - Explained!
ML Fundamentals โšก AI Lesson
R-CNN - Explained!
CodeEmporium Advanced 7mo ago
Orientation session | Let's start 21 project In 21 days ML, Deep Learning & GenAI
ML Fundamentals
Orientation session | Let's start 21 project In 21 days ML, Deep Learning & GenAI
GeeksforGeeks Beginner 7mo ago
5 Things Every 20-Year-Old Must Do in the Age of AI ๐Ÿš€
ML Fundamentals
5 Things Every 20-Year-Old Must Do in the Age of AI ๐Ÿš€
Analytics Vidhya Beginner 7mo ago
Backpropagation: Mastering AI Predictions and Training Models
ML Fundamentals โšก AI Lesson
Backpropagation: Mastering AI Predictions and Training Models
WealthEducation Beginner 7mo ago
"What is the difference between Machine Learning and Deep Learning?" (#AI #ML #DL #Short Video)
ML Fundamentals
"What is the difference between Machine Learning and Deep Learning?" (#AI #ML #DL #Short Video)
AI Simply Explained Beginner 7mo ago
LEARN LOGISTIC REGRESSION in MINUTES
ML Fundamentals โšก AI Lesson
LEARN LOGISTIC REGRESSION in MINUTES
DataCamp Beginner 7mo ago
Comprehensive Logistic Regression Tutorial: From BASICS to ADVANCED
ML Fundamentals โšก AI Lesson
Comprehensive Logistic Regression Tutorial: From BASICS to ADVANCED
DataCamp Beginner 7mo ago
How Generative AI Video Works - Computerphile
ML Fundamentals โšก AI Lesson
How Generative AI Video Works - Computerphile
Computerphile Beginner 7mo ago
Optional Chaining in JavaScript
ML Fundamentals โšก AI Lesson
Optional Chaining in JavaScript
Traversy Media Intermediate 7mo ago
Deep Learning Full Course 2026 | Deep Learning Tutorial for Beginners | Deep Learning | Simplilearn
ML Fundamentals
Deep Learning Full Course 2026 | Deep Learning Tutorial for Beginners | Deep Learning | Simplilearn
Simplilearn Beginner 7mo ago
๐Ÿ”ฅTop 3 AI Skills to Master in 2026 #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅTop 3 AI Skills to Master in 2026 #shorts #simplilearn
Simplilearn Beginner 7mo ago
GitDocify: Turn Any GitHub Repo into Docs Instantly ๐Ÿš€
ML Fundamentals
GitDocify: Turn Any GitHub Repo into Docs Instantly ๐Ÿš€
Analytics Vidhya Intermediate 7mo ago
How She Became a Machine Learning Engineer Without a CS Degree
ML Fundamentals
How She Became a Machine Learning Engineer Without a CS Degree
Jean Lee Beginner 7mo ago
Lecture 19: Fundamental Theorem of Calculus
ML Fundamentals
Lecture 19: Fundamental Theorem of Calculus
MIT OpenCourseWare Intermediate 7mo ago
Postra's Linear Algebra Accelerator
ML Fundamentals
Postra's Linear Algebra Accelerator
Latent Space Intermediate 7mo ago
Region Proposals - Explained!
ML Fundamentals โšก AI Lesson
Region Proposals - Explained!
CodeEmporium Advanced 7mo ago
Linear Algebra Timeless in AI
ML Fundamentals โšก AI Lesson
Linear Algebra Timeless in AI
Latent Space Intermediate 7mo ago
Developer Productivity
ML Fundamentals โšก AI Lesson
Developer Productivity
MLOps.community Intermediate 7mo ago
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 |  Human-centered Design
ML Fundamentals
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Human-centered Design
Stanford Online Beginner 7mo ago
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Mechanism Design
ML Fundamentals
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Mechanism Design
Stanford Online Beginner 7mo ago
Stanford CS329H: ML from Human Preferences | Autumn 2024 | Model-based Preference Optimization
ML Fundamentals
Stanford CS329H: ML from Human Preferences | Autumn 2024 | Model-based Preference Optimization
Stanford Online Beginner 7mo ago
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Preference Models
ML Fundamentals
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Preference Models
Stanford Online Beginner 7mo ago
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Introduction
ML Fundamentals
Stanford CS329H: Machine Learning from Human Preferences | Autumn 2024 | Introduction
Stanford Online Beginner 7mo ago
"We're building a KNOWLEDGE GRAPH with all the information we have"
ML Fundamentals โšก AI Lesson
"We're building a KNOWLEDGE GRAPH with all the information we have"
DataCamp Beginner 7mo ago
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 1: Introduction
ML Fundamentals
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 1: Introduction
Stanford Online Beginner 7mo ago
Stanford CS231N | Spring 2025 | Lecture 3: Regularization and Optimization
ML Fundamentals
Stanford CS231N | Spring 2025 | Lecture 3: Regularization and Optimization
Stanford Online Beginner 7mo ago
Stanford CS231N | Spring 2025 | Lecture 4: Neural Networks and Backpropagation
ML Fundamentals โšก AI Lesson
Stanford CS231N | Spring 2025 | Lecture 4: Neural Networks and Backpropagation
Stanford Online Beginner 7mo ago
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 6: CNN Architectures
ML Fundamentals
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 6: CNN Architectures
Stanford Online Beginner 7mo ago
Stanford CS231N | Spring 2025 | Lecture 12: Self-Supervised Learning
ML Fundamentals
Stanford CS231N | Spring 2025 | Lecture 12: Self-Supervised Learning
Stanford Online Beginner 7mo ago
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 13: Generative Models 1
ML Fundamentals
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 13: Generative Models 1
Stanford Online Beginner 7mo ago
Stanford CS231N Deep Learning for Computer Vision| Spring 2025 | Lecture 14: Generative Models 2
ML Fundamentals
Stanford CS231N Deep Learning for Computer Vision| Spring 2025 | Lecture 14: Generative Models 2
Stanford Online Beginner 7mo ago
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 15: 3D Vision
ML Fundamentals
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 15: 3D Vision
Stanford Online Beginner 7mo ago
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 16: Vision and Language
ML Fundamentals โšก AI Lesson
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 16: Vision and Language
Stanford Online Beginner 7mo ago
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 17: Robot Learning
ML Fundamentals
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 17: Robot Learning
Stanford Online Beginner 7mo ago
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 18: Human-Centered AI
ML Fundamentals โšก AI Lesson
Stanford CS231N Deep Learning for Computer Vision | Spring 2025 | Lecture 18: Human-Centered AI
Stanford Online Beginner 7mo ago
Can AI Treat Patients BETTER than Humans?
ML Fundamentals โšก AI Lesson
Can AI Treat Patients BETTER than Humans?
DataCamp Beginner 7mo ago
Can AI Really Predict Patient Outcomes Better Than Doctors?
ML Fundamentals โšก AI Lesson
Can AI Really Predict Patient Outcomes Better Than Doctors?
DataCamp Beginner 7mo ago
"What is Deep Learning?" (#AI #Artificial Intelligence #DL #Explained #Short #Deep Learning )
ML Fundamentals
"What is Deep Learning?" (#AI #Artificial Intelligence #DL #Explained #Short #Deep Learning )
AI Simply Explained Beginner 7mo ago
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