Foundations

ML Fundamentals

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

7874
lessons
Skills in this topic
View full skill map โ†’
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 1y ago
Bias Shifts in Hidden Layers ๐ŸŽš๏ธ - Deep Learning Beginner ๐Ÿ“˜ - Topic 130 #ai #ml
ML Fundamentals
Bias Shifts in Hidden Layers ๐ŸŽš๏ธ - Deep Learning Beginner ๐Ÿ“˜ - Topic 130 #ai #ml
deeplizard Beginner 1y 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 1y ago
Fireside chat: Sebastian Ruder
ML Fundamentals
Fireside chat: Sebastian Ruder
Cohere Beginner 1y ago
NO Bias Term โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 129 #ai #ml
ML Fundamentals
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
Managing Sources of Randomness When Training Deep Neural Networks
Sebastian Raschka Beginner 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
The New Era of Mixture-of-Experts
Weights & Biases Beginner 2y ago
Hyper parameters - EXPLAINED!
ML Fundamentals
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
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
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
Learn to code for free with Stanford's Code in Place | The Topics
ML Fundamentals
Learn to code for free with Stanford's Code in Place | The Topics
Stanford Online 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
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
Johannes Kolbe - Deep Learning in Computer Vision
Cohere Beginner 2y ago
Creating APIs For Machine Learning Models with FastAPI
ML Fundamentals
Creating APIs For Machine Learning Models with FastAPI
NeuralNine Beginner 2y ago
Boost Your Data Integrity for Machine Learning Success
ML Fundamentals
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
AI vs. AI Fight
AI Warehouse Beginner 2y ago
Exploring basic terms & concepts - Unlock the world of programming with clear explanation.
ML Fundamentals
Exploring basic terms & concepts - Unlock the world of programming with clear explanation.
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 2y ago
Understanding AI from Scratch โ€“ Neural Networks Course
ML Fundamentals
Understanding AI from Scratch โ€“ Neural Networks Course
freeCodeCamp.org Beginner 2y ago
A fireside chat with Jeanine Banks and Oriol Vinyals
ML Fundamentals
A fireside chat with Jeanine Banks and Oriol Vinyals
Google for Developers Beginner 2y ago
UNT | Online Information Session for U.S. & International Students | 03.26.24.
ML Fundamentals
UNT | Online Information Session for U.S. & International Students | 03.26.24.
Coursera Beginner 2y ago
Human Stories in AI: Fabio Urbina
ML Fundamentals
Human Stories in AI: Fabio Urbina
StatQuest with Josh Starmer Beginner 2y ago
Node Output Without Bias Term ๐Ÿšซ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 128 #ai #ml
ML Fundamentals
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
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
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
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
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 | 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
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
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
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
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
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
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
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
Zooming in on Weight Adjustments ๐Ÿ” - Backpropagation's Role ๐ŸŽš๏ธ - Topic 117 #ai #ml
deeplizard Beginner 2y ago
Forward/Backward Pass โžก๏ธโฌ…๏ธ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 116 #ai #ml
ML Fundamentals
Forward/Backward Pass โžก๏ธโฌ…๏ธ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 116 #ai #ml
deeplizard Beginner 2y ago
Why Calculate Gradients ๐Ÿงฎโ“ - Stepping Towards Minimized Loss ๐ŸŽฏ - Topic 115 #ai #ml
ML Fundamentals
Why Calculate Gradients ๐Ÿงฎโ“ - Stepping Towards Minimized Loss ๐ŸŽฏ - Topic 115 #ai #ml
deeplizard Beginner 2y ago
Adaptive Learning Rates ๐ŸŽ›๏ธ - Dynamic During Training ๐Ÿ”„ - Topic 114 #ai #ml
ML Fundamentals
Adaptive Learning Rates ๐ŸŽ›๏ธ - Dynamic During Training ๐Ÿ”„ - Topic 114 #ai #ml
deeplizard Beginner 2y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Deep Learning and Reinforcement Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Deep Learning and Reinforcement Learning
Opens on Coursera โ†—
Production-Ready Multimodal ML Engineering
๐Ÿ“š Coursera Course โ†—
Self-paced
Production-Ready Multimodal ML Engineering
Opens on Coursera โ†—
Machine Learning Essentials
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning Essentials
Opens on Coursera โ†—
Deep Learning with Keras and Tensorflow
๐Ÿ“š Coursera Course โ†—
Self-paced
Deep Learning with Keras and Tensorflow
Opens on Coursera โ†—
CNNs with TensorFlow: Basics of Machine Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
CNNs with TensorFlow: Basics of Machine Learning
Opens on Coursera โ†—
Mendeploy dan Menskalakan Model AI dengan Cloud Run
๐Ÿ“š Coursera Course โ†—
Self-paced
Mendeploy dan Menskalakan Model AI dengan Cloud Run
Opens on Coursera โ†—