Foundations

ML Fundamentals

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

12,220
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
Stanford EE274: Data Compression I 2023 I  Lecture 11 - Lossy Compression Basics; Quantization
ML Fundamentals
Stanford EE274: Data Compression I 2023 I Lecture 11 - Lossy Compression Basics; Quantization
Stanford Online Beginner 2y ago
Stanford EE274: Data Compression I 2023 I Lecture 6 - Arithmetic Coding
ML Fundamentals
Stanford EE274: Data Compression I 2023 I Lecture 6 - Arithmetic Coding
Stanford Online Intermediate 2y ago
Bias Shifts in Hidden Layers ๐ŸŽš๏ธ - Deep Learning Beginner ๐Ÿ“˜ - Topic 130 #ai #ml
ML Fundamentals โšก AI Lesson
Bias Shifts in Hidden Layers ๐ŸŽš๏ธ - Deep Learning Beginner ๐Ÿ“˜ - Topic 130 #ai #ml
deeplizard Beginner 2y ago
Top 15 Popular Gen AI Tools You Must Know | Best Generative AI Tools To Boost Productivity | Edureka
ML Fundamentals
Top 15 Popular Gen AI Tools You Must Know | Best Generative AI Tools To Boost Productivity | Edureka
edureka! Beginner 2y ago
Fireside chat: Sebastian Ruder
ML Fundamentals โšก AI Lesson
Fireside chat: Sebastian Ruder
Cohere Beginner 2y ago
NO Bias Term โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 129 #ai #ml
ML Fundamentals โšก AI Lesson
NO Bias Term โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 129 #ai #ml
deeplizard Beginner 2y ago
OCW Learning Journeys: Maria's Story #MIT #Calculus #STEM #Brazil #OpenEducation #MedicalSchool
ML Fundamentals
OCW Learning Journeys: Maria's Story #MIT #Calculus #STEM #Brazil #OpenEducation #MedicalSchool
MIT OpenCourseWare Beginner 2y ago
Managing Sources of Randomness When Training Deep Neural Networks
ML Fundamentals โšก AI Lesson
Managing Sources of Randomness When Training Deep Neural Networks
Sebastian Raschka Beginner 2y ago
Navigating Power Apps & Automate with Copilot's Guidance | #CopilotChronicles
ML Fundamentals
Navigating Power Apps & Automate with Copilot's Guidance | #CopilotChronicles
Microsoft 365 Developer Intermediate 2y ago
Accelerating Simulations of Multiscale Chemical Reactors | NVIDIA GTC 2024
ML Fundamentals
Accelerating Simulations of Multiscale Chemical Reactors | NVIDIA GTC 2024
NVIDIA Developer Advanced 2y ago
โ€œdevinโ€, โ€œaiโ€, โ€œmachine learningโ€ is so fake
ML Fundamentals
โ€œdevinโ€, โ€œaiโ€, โ€œmachine learningโ€ is so fake
Sajjaad Khader Beginner 2y ago
The New Era of Mixture-of-Experts
ML Fundamentals โšก AI Lesson
The New Era of Mixture-of-Experts
Weights & Biases Beginner 2y ago
Hyper parameters - EXPLAINED!
ML Fundamentals โšก AI Lesson
Hyper parameters - EXPLAINED!
CodeEmporium Beginner 2y ago
I Traded $1000 with Every Tree-Based Machine Learning Model
ML Fundamentals
I Traded $1000 with Every Tree-Based Machine Learning Model
ritvikmath Beginner 2y ago
Spam Mail Detection with Machine Learning in Python
ML Fundamentals โšก AI Lesson
Spam Mail Detection with Machine Learning in Python
NeuralNine Beginner 2y ago
Unlock Your Data Potential: Discover Transformative Insights!
ML Fundamentals
Unlock Your Data Potential: Discover Transformative Insights!
K-Transfer Beginner 2y ago
Accelerating Drug Discovery by Combining Quantum-Based Models w/ Machine Learning | NVIDIA GTC 2024
ML Fundamentals โšก AI Lesson
Accelerating Drug Discovery by Combining Quantum-Based Models w/ Machine Learning | NVIDIA GTC 2024
NVIDIA Developer Advanced 2y ago
AI Safety and Reliability // Petar Tsankov // MLOps podcast #218 clip
ML Fundamentals
AI Safety and Reliability // Petar Tsankov // MLOps podcast #218 clip
MLOps.community Beginner 2y ago
Want a career in high demand? Learn how Software testing can be your key!๐Ÿ™Œ
ML Fundamentals
Want a career in high demand? Learn how Software testing can be your key!๐Ÿ™Œ
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
Cohen's Kappa : Data Science Basics
ML Fundamentals
Cohen's Kappa : Data Science Basics
ritvikmath Beginner 2y ago
Demystifying AI, ML, DL, and Data Science: Simplified Guide!
ML Fundamentals
Demystifying AI, ML, DL, and Data Science: Simplified Guide!
K-Transfer Beginner 2y ago
ML Pro Tip: What You NEED to Know Before Deep Learning! #machinelearning
ML Fundamentals
ML Pro Tip: What You NEED to Know Before Deep Learning! #machinelearning
Jean Lee Beginner 2y ago
Revving Up Sales: How Carsales Boosts Profits with Metaflow
ML Fundamentals โšก AI Lesson
Revving Up Sales: How Carsales Boosts Profits with Metaflow
Outerbounds Intermediate 2y ago
Deep Learning on Rails with PyTorch Lightning | Step by Step PyTorch
ML Fundamentals โšก AI Lesson
Deep Learning on Rails with PyTorch Lightning | Step by Step PyTorch
DataCamp Intermediate 2y ago
Amazon Go โ€œmachine learningโ€ debacle explained
ML Fundamentals
Amazon Go โ€œmachine learningโ€ debacle explained
Sajjaad Khader Beginner 2y ago
Johannes Kolbe - Deep Learning in Computer Vision
ML Fundamentals โšก AI Lesson
Johannes Kolbe - Deep Learning in Computer Vision
Cohere Beginner 2y ago
Creating APIs For Machine Learning Models with FastAPI
ML Fundamentals โšก AI Lesson
Creating APIs For Machine Learning Models with FastAPI
NeuralNine Beginner 2y ago
Boost Your Data Integrity for Machine Learning Success
ML Fundamentals โšก AI Lesson
Boost Your Data Integrity for Machine Learning Success
Professor Charley T Beginner 2y ago
Intoduction of Differentiation and Partial Differentiation | GATE DA 2025 | GFG Noida Classroom
ML Fundamentals
Intoduction of Differentiation and Partial Differentiation | GATE DA 2025 | GFG Noida Classroom
GeeksforGeeks Beginner 2y ago
Increase Landing Page Conversions with Machine Learning Optimization
ML Fundamentals
Increase Landing Page Conversions with Machine Learning Optimization
Professor Charley T Beginner 2y ago
AI vs. AI Fight
ML Fundamentals โšก AI Lesson
AI vs. AI Fight
AI Warehouse Beginner 2y ago
The State of Production Machine Learning in 2024 // Alejandro Saucedo // AI in Production
ML Fundamentals โšก AI Lesson
The State of Production Machine Learning in 2024 // Alejandro Saucedo // AI in Production
MLOps.community Intermediate 2y ago
Manual Testing vs Automation Testing | Manual vs Automation Testing | Edureka
ML Fundamentals
Manual Testing vs Automation Testing | Manual vs Automation Testing | Edureka
edureka! Advanced 2y ago
Node Output Without Bias Term ๐Ÿšซ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 128 #ai #ml
ML Fundamentals โšก AI Lesson
Node Output Without Bias Term ๐Ÿšซ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 128 #ai #ml
deeplizard Beginner 2y ago
Isolating a Single Network Weight ๐Ÿ”Ž - Deep Learning Beginner ๐Ÿ‘ถ - Topic 127 #ai #ml
ML Fundamentals โšก AI Lesson
Isolating a Single Network Weight ๐Ÿ”Ž - Deep Learning Beginner ๐Ÿ‘ถ - Topic 127 #ai #ml
deeplizard Beginner 2y ago
Simple Node Output Mechanics ๐Ÿ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 126 #ai #ml
ML Fundamentals โšก AI Lesson
Simple Node Output Mechanics ๐Ÿ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 126 #ai #ml
deeplizard Beginner 2y ago
Forward Pass with Bias ๐Ÿ”„ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 125 #ai #ml
ML Fundamentals โšก AI Lesson
Forward Pass with Bias ๐Ÿ”„ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 125 #ai #ml
deeplizard Beginner 2y ago
Bias Impact on Activation ๐ŸŽš๏ธ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 124 #ai #ml
ML Fundamentals โšก AI Lesson
Bias Impact on Activation ๐ŸŽš๏ธ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 124 #ai #ml
deeplizard Beginner 2y ago
Learn to code for free with Stanford's Code in Place | The Topics
ML Fundamentals โšก AI Lesson
Learn to code for free with Stanford's Code in Place | The Topics
Stanford Online Beginner 2y ago
Learn to code for free with Stanford's Code in Place | Why you should join
ML Fundamentals
Learn to code for free with Stanford's Code in Place | Why you should join
Stanford Online Beginner 2y ago
Are Bias Nodes Learnable โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 123 #ai #ml
ML Fundamentals โšก AI Lesson
Are Bias Nodes Learnable โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 123 #ai #ml
deeplizard Beginner 2y ago
Unveiling Bias Nodes ๐Ÿ“ˆ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 122 #ai #ml
ML Fundamentals โšก AI Lesson
Unveiling Bias Nodes ๐Ÿ“ˆ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 122 #ai #ml
deeplizard Beginner 2y ago
Backpropagation Uses What โ“๐Ÿ“Š - The Math Behind Backpropagation โ›“๏ธ - Topic 121 #ai #ml
ML Fundamentals โšก AI Lesson
Backpropagation Uses What โ“๐Ÿ“Š - The Math Behind Backpropagation โ›“๏ธ - Topic 121 #ai #ml
deeplizard Beginner 2y ago
Backpropagation in Action ๐Ÿš€ - Navigating Weight Updates ๐Ÿงญ - Topic 120 #ai #ml
ML Fundamentals โšก AI Lesson
Backpropagation in Action ๐Ÿš€ - Navigating Weight Updates ๐Ÿงญ - Topic 120 #ai #ml
deeplizard Beginner 2y ago
Safety First ๐Ÿšจ Lift Heavy with the Help of a Spotter ๐Ÿ’ช - Mandy
ML Fundamentals โšก AI Lesson
Safety First ๐Ÿšจ Lift Heavy with the Help of a Spotter ๐Ÿ’ช - Mandy
deeplizard Beginner 2y ago
Layer-by-Layer Weight Updates ๐Ÿ‹๏ธ - The Backprop Ripple Effect โšก - Topic 119 #ai #ml
ML Fundamentals โšก AI Lesson
Layer-by-Layer Weight Updates ๐Ÿ‹๏ธ - The Backprop Ripple Effect โšก - Topic 119 #ai #ml
deeplizard Beginner 2y ago
Optimizing Weight Updates ๐ŸŽฒ - Supervised Learning Dynamics ๐Ÿ“š - Topic 118 #ai #ml
ML Fundamentals โšก AI Lesson
Optimizing Weight Updates ๐ŸŽฒ - Supervised Learning Dynamics ๐Ÿ“š - Topic 118 #ai #ml
deeplizard Beginner 2y ago
Zooming in on Weight Adjustments ๐Ÿ” - Backpropagation's Role ๐ŸŽš๏ธ - Topic 117 #ai #ml
ML Fundamentals โšก AI Lesson
Zooming in on Weight Adjustments ๐Ÿ” - Backpropagation's Role ๐ŸŽš๏ธ - Topic 117 #ai #ml
deeplizard Beginner 2y ago
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