Foundations

ML Fundamentals

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

11,133
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
Lec 13. Representation Learning: Theory
ML Fundamentals
Lec 13. Representation Learning: Theory
MIT OpenCourseWare Beginner 2mo ago
Lec 10. Architectures: Memory
ML Fundamentals โšก AI Lesson
Lec 10. Architectures: Memory
MIT OpenCourseWare Beginner 2mo ago
Using Bots to Find Bugs in Games with Snowcap
ML Fundamentals
Using Bots to Find Bugs in Games with Snowcap
AI and Games Beginner 2mo ago
Ai and Machine Learning Basics To Advanced #shorts #coding #ai #machinelearning #tutorial #python
ML Fundamentals
Ai and Machine Learning Basics To Advanced #shorts #coding #ai #machinelearning #tutorial #python
WebKnower Beginner 2mo ago
Digital Signal Processing With Audio Data - Computerphile
ML Fundamentals โšก AI Lesson
Digital Signal Processing With Audio Data - Computerphile
Computerphile Intermediate 2mo ago
The (No.1 CONFUSION ๐Ÿค”) while choosing Data & AI Career in 2026
ML Fundamentals
The (No.1 CONFUSION ๐Ÿค”) while choosing Data & AI Career in 2026
AI Coach John (Tamil) Beginner 2mo ago
How Computers Learn Like Mimicry Artists! ๐ŸŽญ
ML Fundamentals
How Computers Learn Like Mimicry Artists! ๐ŸŽญ
Arivi by HCL GUVI Beginner 2mo ago
CLIP - Explained!
ML Fundamentals โšก AI Lesson
CLIP - Explained!
CodeEmporium Advanced 2mo ago
๐Ÿ”ฅWill Software Engineering Be Obsolete in 2026?  #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅWill Software Engineering Be Obsolete in 2026? #shorts #simplilearn
Simplilearn Beginner 2mo ago
Master Ai And Machine Learning #shorts #ai #machinelearning #coding #computerscience #learn
ML Fundamentals
Master Ai And Machine Learning #shorts #ai #machinelearning #coding #computerscience #learn
WebKnower Beginner 2mo ago
๐Ÿ”ฅMachine Learning Engineer Roadmap 2026  #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅMachine Learning Engineer Roadmap 2026 #shorts #simplilearn
Simplilearn Intermediate 2mo ago
Deep Learning Explained in 10 Minutes ๐Ÿ”ฅ | AI & Neural Networks Made Easy ๐Ÿคฏ
ML Fundamentals โšก AI Lesson
Deep Learning Explained in 10 Minutes ๐Ÿ”ฅ | AI & Neural Networks Made Easy ๐Ÿคฏ
Arivi by HCL GUVI Beginner 2mo ago
RGB vs Grayscale โ€“ Whatโ€™s the Difference?
ML Fundamentals โšก AI Lesson
RGB vs Grayscale โ€“ Whatโ€™s the Difference?
Kritovia Advanced 2mo ago
Federated Learning in AI Explained in 60 Seconds | Privacy-Preserving Model Training
ML Fundamentals
Federated Learning in AI Explained in 60 Seconds | Privacy-Preserving Model Training
1 Minute Glossary - AI ML Beginner 2mo ago
Privacy-Preserving Machine Learning Explained in 60 Seconds | Protecting Data While Training Models
ML Fundamentals
Privacy-Preserving Machine Learning Explained in 60 Seconds | Protecting Data While Training Models
1 Minute Glossary - AI ML Beginner 2mo ago
Future of software engineering in AI era
ML Fundamentals โšก AI Lesson
Future of software engineering in AI era
codebasics Beginner 2mo ago
Snowcap: GPU Profiling Using Machine Learning | Al and Games #83
ML Fundamentals โšก AI Lesson
Snowcap: GPU Profiling Using Machine Learning | Al and Games #83
AI and Games Beginner 2mo ago
Machine Learning Full Course | Beginner to Advanced (FREE) 2026
ML Fundamentals
Machine Learning Full Course | Beginner to Advanced (FREE) 2026
The iScale Beginner 2mo ago
What is Neural Network BackPropagation ?
ML Fundamentals
What is Neural Network BackPropagation ?
New Machina Advanced 2mo ago
Tools of the Trade (for infinite sums) - Numberphile
ML Fundamentals
Tools of the Trade (for infinite sums) - Numberphile
Numberphile Beginner 2mo ago
Spring Interview questions - Day 1 โ“#codecraftelugu #programming #coding #telugu #shorts #java
ML Fundamentals
Spring Interview questions - Day 1 โ“#codecraftelugu #programming #coding #telugu #shorts #java
Code Craft Telugu Intermediate 2mo ago
Going Deep: AWS + NFL Next Gen Stats | Ep. 4: Completion Probability | Amazon Web Services
ML Fundamentals
Going Deep: AWS + NFL Next Gen Stats | Ep. 4: Completion Probability | Amazon Web Services
Amazon Web Services Advanced 2mo ago
Going Deep: AWS + NFL Next Gen Stats | Ep. 3: From Snap to Stat | Amazon Web Services
ML Fundamentals
Going Deep: AWS + NFL Next Gen Stats | Ep. 3: From Snap to Stat | Amazon Web Services
Amazon Web Services Advanced 2mo ago
Innovation for Growth and Sustainability in the Era of AI
ML Fundamentals
Innovation for Growth and Sustainability in the Era of AI
Stanford Online Beginner 2mo ago
Regularization : Data Science Basics
ML Fundamentals โšก AI Lesson
Regularization : Data Science Basics
ritvikmath Beginner 2mo ago
GenZs are changing office culture
ML Fundamentals
GenZs are changing office culture
Weights & Biases Intermediate 2mo ago
Industry Ready Projects-Induction Session
ML Fundamentals โšก AI Lesson
Industry Ready Projects-Induction Session
Krish Naik Advanced 2mo ago
MLOps Using GCP Explained | End-to-End ML Pipeline on Google Cloud
ML Fundamentals
MLOps Using GCP Explained | End-to-End ML Pipeline on Google Cloud
Pavithraโ€™s Podcast Beginner 2mo ago
Lec 11. Representation Learning: Reconstruction-Based
ML Fundamentals
Lec 11. Representation Learning: Reconstruction-Based
MIT OpenCourseWare Beginner 2mo ago
Lec 14. Generative Models: Basics
ML Fundamentals
Lec 14. Generative Models: Basics
MIT OpenCourseWare Beginner 2mo ago
Lec 03. Approximation Theory
ML Fundamentals
Lec 03. Approximation Theory
MIT OpenCourseWare Beginner 2mo ago
Lec 12. Representation Learning: Similarity-Based
ML Fundamentals
Lec 12. Representation Learning: Similarity-Based
MIT OpenCourseWare Beginner 2mo ago
Lec 23. Metrized Deep Learning
ML Fundamentals
Lec 23. Metrized Deep Learning
MIT OpenCourseWare Advanced 2mo ago
Lec 07. Scaling Rules for Optimization
ML Fundamentals
Lec 07. Scaling Rules for Optimization
MIT OpenCourseWare Beginner 2mo ago
Lec 06. Generalization Theory
ML Fundamentals
Lec 06. Generalization Theory
MIT OpenCourseWare Beginner 2mo ago
PyTorch Tutorial
ML Fundamentals
PyTorch Tutorial
MIT OpenCourseWare Beginner 2mo ago
Lec 18. Transfer Learning: Models
ML Fundamentals โšก AI Lesson
Lec 18. Transfer Learning: Models
MIT OpenCourseWare Beginner 2mo ago
Learn Python With Ai And Dsa For Smart Coding #shorts #ai #ml  #python #programming #learning #dsa
ML Fundamentals
Learn Python With Ai And Dsa For Smart Coding #shorts #ai #ml #python #programming #learning #dsa
WebKnower Beginner 2mo ago
๐Ÿ”ฅMachine lComplete Machine Learning Course #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅMachine lComplete Machine Learning Course #shorts #simplilearn
Simplilearn Intermediate 2mo ago
๐Ÿ”ฅ Learn Machine Learning for FREE! ๐Ÿš€
ML Fundamentals
๐Ÿ”ฅ Learn Machine Learning for FREE! ๐Ÿš€
Arivi by HCL GUVI Beginner 2mo ago
Machine Learning AI And Java For Beginners #shorts #ai #machinelearning #java #coding #learning
ML Fundamentals
Machine Learning AI And Java For Beginners #shorts #ai #machinelearning #java #coding #learning
WebKnower Beginner 2mo ago
Going Deep: AWS + NFL Next Gen Stats | Ep. 1: How AWS Captures Every Play | Amazon Web Services
ML Fundamentals
Going Deep: AWS + NFL Next Gen Stats | Ep. 1: How AWS Captures Every Play | Amazon Web Services
Amazon Web Services Advanced 2mo ago
ML in Your Daily Life That You Use Without Knowing ๐Ÿ˜ฒ
ML Fundamentals
ML in Your Daily Life That You Use Without Knowing ๐Ÿ˜ฒ
Arivi by HCL GUVI Beginner 2mo ago
๐Ÿ”ฅTop Python Frameworks to Master in 2026 #python #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅTop Python Frameworks to Master in 2026 #python #shorts #simplilearn
Simplilearn Intermediate 2mo ago
Cricket Match Prediction Using ML | Quick Explanation ๐Ÿš€
ML Fundamentals
Cricket Match Prediction Using ML | Quick Explanation ๐Ÿš€
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๐Ÿ”ฅAI Engineer vs Generative AI Engineer: Key Differences Explained #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅAI Engineer vs Generative AI Engineer: Key Differences Explained #shorts #simplilearn
Simplilearn Beginner 2mo ago
Want to Be a Data Scientist? Follow This Roadmap! #shorts #simplilearn
ML Fundamentals
Want to Be a Data Scientist? Follow This Roadmap! #shorts #simplilearn
Simplilearn Beginner 2mo ago
๐Ÿ˜ฑ Learn Machine Learning from ZERO๐Ÿ”ฅ | Build Your First ML Model !
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ML Fundamentals โšก AI Lesson
๐Ÿ˜ฑ Learn Machine Learning from ZERO๐Ÿ”ฅ | Build Your First ML Model !
Arivi by HCL GUVI Beginner 2mo ago
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