Foundations

ML Fundamentals

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

12,075
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
Retail reimagined: Currys data-first strategy to driving growth and improving operations
ML Fundamentals โšก AI Lesson
Retail reimagined: Currys data-first strategy to driving growth and improving operations
Databricks Beginner 1y ago
5 Climate Change Careers to Consider in 2025
ML Fundamentals
5 Climate Change Careers to Consider in 2025
Coursera Beginner 1y ago
All Machine Learning Beginner Mistakes explained in 17 Min
18:02
ML Fundamentals โšก AI Lesson
All Machine Learning Beginner Mistakes explained in 17 Min
Infinite Codes Beginner 1y ago
Career Transition into Big Data | Navigating the Future of DE Careers | Big Data Engineering
ML Fundamentals
Career Transition into Big Data | Navigating the Future of DE Careers | Big Data Engineering
Krish Naik Beginner 1y ago
XZ Exploit - Computerphile
ML Fundamentals โšก AI Lesson
XZ Exploit - Computerphile
Computerphile Beginner 1y ago
Filter Numbers and Sizes in CNNs ๐Ÿ“ - Customizing Convolutional Layers ๐Ÿ”ง - Topic 235 #ai #ml
ML Fundamentals โšก AI Lesson
Filter Numbers and Sizes in CNNs ๐Ÿ“ - Customizing Convolutional Layers ๐Ÿ”ง - Topic 235 #ai #ml
deeplizard Beginner 1y ago
The Anti-Parker Square - Numberphile
ML Fundamentals
The Anti-Parker Square - Numberphile
Numberphile Beginner 1y ago
Triplet Loss : Data Science Basics
ML Fundamentals
Triplet Loss : Data Science Basics
ritvikmath Beginner 1y ago
Understanding CNN Filters ๐Ÿงฌ - What Makes a Filter? ๐Ÿ” - Topic 234 #ai #ml
ML Fundamentals โšก AI Lesson
Understanding CNN Filters ๐Ÿงฌ - What Makes a Filter? ๐Ÿ” - Topic 234 #ai #ml
deeplizard Beginner 1y ago
A Number to the Power of a Matrix - Numberphile
ML Fundamentals
A Number to the Power of a Matrix - Numberphile
Numberphile Beginner 1y ago
Mastering Your Data with Sajith Wickramasekara
ML Fundamentals โšก AI Lesson
Mastering Your Data with Sajith Wickramasekara
a16z Beginner 1y ago
No Priors Ep. 93 | With Akash Systems' Felix Ejeckam and Ty Mitchell
ML Fundamentals
No Priors Ep. 93 | With Akash Systems' Felix Ejeckam and Ty Mitchell
No Priors: AI, Machine Learning, Tech, & Startups Beginner 1y ago
AI Learns to Play Dodgeball!  #ai #deeplearning #aiwarehouse
ML Fundamentals โšก AI Lesson
AI Learns to Play Dodgeball! #ai #deeplearning #aiwarehouse
AI Warehouse Beginner 1y ago
Stanford Webinar - Creating Fair, Useful, and Reliable AI in Healthcare
ML Fundamentals
Stanford Webinar - Creating Fair, Useful, and Reliable AI in Healthcare
Stanford Online Beginner 1y ago
Live-Implementing End To End Big Data Engineering Project With Cloud Part 2
ML Fundamentals
Live-Implementing End To End Big Data Engineering Project With Cloud Part 2
Krish Naik Beginner 1y ago
Webinar: Breaking barriers - Leadership in complex systems
ML Fundamentals
Webinar: Breaking barriers - Leadership in complex systems
Saรฏd Business School, University of Oxford Beginner 1y ago
A must read book. #codebasics #shorts #data #dataanalyst #finance
ML Fundamentals โšก AI Lesson
A must read book. #codebasics #shorts #data #dataanalyst #finance
codebasics Beginner 1y ago
The First Step is my best step๐Ÿ”ฅ| Full Stack Web Development | Entri App #graduation2024
ML Fundamentals
The First Step is my best step๐Ÿ”ฅ| Full Stack Web Development | Entri App #graduation2024
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
Data Augmentation in PyTorch: Improve Models with Existing Data
ML Fundamentals โšก AI Lesson
Data Augmentation in PyTorch: Improve Models with Existing Data
NeuralNine Beginner 1y ago
๐ŸŽ‰Successfully Completed: Coding Conferment Ceremony 2024 ๐ŸŽ‰| Success Story #entriapp #graduation2024
ML Fundamentals
๐ŸŽ‰Successfully Completed: Coding Conferment Ceremony 2024 ๐ŸŽ‰| Success Story #entriapp #graduation2024
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
1v10 AI Dodgeball (deep reinforcement learning)
ML Fundamentals โšก AI Lesson
1v10 AI Dodgeball (deep reinforcement learning)
AI Warehouse Beginner 1y ago
Graph Transformations
ML Fundamentals โšก AI Lesson
Graph Transformations
Data Skeptic Beginner 1y ago
Contrastive Loss : Data Science Basics
ML Fundamentals
Contrastive Loss : Data Science Basics
ritvikmath Beginner 1y ago
Stanford Seminar - Continual Safety Assurances for Learning-Enabled Robotic Systems
ML Fundamentals
Stanford Seminar - Continual Safety Assurances for Learning-Enabled Robotic Systems
Stanford Online Beginner 1y ago
Career Spotlight: Machine Learning Engineer
ML Fundamentals
Career Spotlight: Machine Learning Engineer
Coursera Beginner 1y ago
Beyond Numbers: The REAL RAG Improvements
ML Fundamentals
Beyond Numbers: The REAL RAG Improvements
MLOps.community Beginner 1y ago
Mathilde Papillon - Beyond Euclid: An Illustrated Guide to Modern Machine Learning...
ML Fundamentals
Mathilde Papillon - Beyond Euclid: An Illustrated Guide to Modern Machine Learning...
Cohere Beginner 1y ago
AI Engineer vs. Data Scientist #codebasics #datascience #aiengineering #careerguidance #shorts
ML Fundamentals
AI Engineer vs. Data Scientist #codebasics #datascience #aiengineering #careerguidance #shorts
codebasics Beginner 1y ago
The Centralized Data Model: MLOps' Secret Weapon
ML Fundamentals
The Centralized Data Model: MLOps' Secret Weapon
MLOps.community Beginner 1y ago
Software Engineering for Quantum Computing - Computerphile
ML Fundamentals โšก AI Lesson
Software Engineering for Quantum Computing - Computerphile
Computerphile Beginner 1y ago
Deep Learning by Goodfellow Study Group - 8-31-2024
ML Fundamentals โšก AI Lesson
Deep Learning by Goodfellow Study Group - 8-31-2024
TWIML AI Podcast Beginner 1y ago
Deep Learning by Goodfellow Study Group - 8-24-2024
ML Fundamentals โšก AI Lesson
Deep Learning by Goodfellow Study Group - 8-24-2024
TWIML AI Podcast Beginner 1y ago
The Ultimate Guide to Hyperparameter Tuning | Grid Search vs. Randomized Search
ML Fundamentals โšก AI Lesson
The Ultimate Guide to Hyperparameter Tuning | Grid Search vs. Randomized Search
AI For Beginners Beginner 1y ago
Advanced Pattern Detection in CNNs ๐ŸŽฏ - From Edges to Objects ๐Ÿ–Œ๏ธ - Topic 233 #ai #ml
ML Fundamentals โšก AI Lesson
Advanced Pattern Detection in CNNs ๐ŸŽฏ - From Edges to Objects ๐Ÿ–Œ๏ธ - Topic 233 #ai #ml
deeplizard Beginner 1y ago
Introduction To Databricks and Spark | Big Data Engineering
ML Fundamentals
Introduction To Databricks and Spark | Big Data Engineering
Krish Naik Beginner 1y ago
Pattern Detection with CNNs ๐Ÿ”Ž - Exploring Convolutional Filters ๐Ÿ–ผ๏ธ - Topic 232 #ai #ml
ML Fundamentals โšก AI Lesson
Pattern Detection with CNNs ๐Ÿ”Ž - Exploring Convolutional Filters ๐Ÿ–ผ๏ธ - Topic 232 #ai #ml
deeplizard Beginner 1y ago
๐Ÿ”ฅInterview Series Part 5๐Ÿ”ฅ| ENTRI APP| INTERVIEW TIPS #interviewtips #entri #codingforbeginners
ML Fundamentals โšก AI Lesson
๐Ÿ”ฅInterview Series Part 5๐Ÿ”ฅ| ENTRI APP| INTERVIEW TIPS #interviewtips #entri #codingforbeginners
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
Live-Implementing End To End Big Data Engineering Project With Cloud
ML Fundamentals
Live-Implementing End To End Big Data Engineering Project With Cloud
Krish Naik Beginner 1y ago
Introduction To Distributed Computing with Practicals | Getting started with Big Data
ML Fundamentals
Introduction To Distributed Computing with Practicals | Getting started with Big Data
Krish Naik Beginner 1y ago
Meeting Ernล‘ Rubik - Numberphile
ML Fundamentals
Meeting Ernล‘ Rubik - Numberphile
Numberphile Beginner 1y ago
Dartmouth's Online MEng and Deep Learning Course Preview 12.5.24.
ML Fundamentals
Dartmouth's Online MEng and Deep Learning Course Preview 12.5.24.
Coursera Beginner 1y ago
Convolutional vs Fully Connected Layers ๐Ÿ” - CNNs Unraveled ๐ŸŒ - Topic 231 #ai #ml
ML Fundamentals โšก AI Lesson
Convolutional vs Fully Connected Layers ๐Ÿ” - CNNs Unraveled ๐ŸŒ - Topic 231 #ai #ml
deeplizard Beginner 1y ago
๐Ÿ”ฅInterview Series Part 4๐Ÿ”ฅ| ENTRI APP| INTERVIEW TIPS #interviewtips #entri #codingforbeginners
ML Fundamentals โšก AI Lesson
๐Ÿ”ฅInterview Series Part 4๐Ÿ”ฅ| ENTRI APP| INTERVIEW TIPS #interviewtips #entri #codingforbeginners
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
A Fascination with Fractured Friezes - Numberphile
ML Fundamentals
A Fascination with Fractured Friezes - Numberphile
Numberphile Beginner 1y ago
Stackable Credentials: Build Your Skills with Stanford Graduate Courses and Programs
ML Fundamentals โšก AI Lesson
Stackable Credentials: Build Your Skills with Stanford Graduate Courses and Programs
Stanford Online Beginner 1y ago
Getting Started With Big Data Engineering With Roadmap
ML Fundamentals
Getting Started With Big Data Engineering With Roadmap
Krish Naik Beginner 1y ago
CNN Architecture Explained ๐Ÿ—๏ธ - Understanding Convolutional Layers ๐Ÿงฉ - Topic 230 #ai #ml
ML Fundamentals โšก AI Lesson
CNN Architecture Explained ๐Ÿ—๏ธ - Understanding Convolutional Layers ๐Ÿงฉ - Topic 230 #ai #ml
deeplizard Beginner 1y ago
AI Sales Executive #codebasics #aicareers #dataanalyst #shorts
ML Fundamentals
AI Sales Executive #codebasics #aicareers #dataanalyst #shorts
codebasics Beginner 1y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Advanced Features & Application Development
๐Ÿ“š Coursera Course โ†—
Self-paced
Advanced Features & Application Development
Opens on Coursera โ†—
Demand Forecasting Using Time Series
๐Ÿ“š Coursera Course โ†—
Self-paced
Demand Forecasting Using Time Series
Opens on Coursera โ†—
Analysis of Algorithms
๐Ÿ“š Coursera Course โ†—
Self-paced
Analysis of Algorithms
Opens on Coursera โ†—
Building, Evaluating, and Operationalizing ML Models
๐Ÿ“š Coursera Course โ†—
Self-paced
Building, Evaluating, and Operationalizing ML Models
Opens on Coursera โ†—
Recommender Systems: An Applied Approach using Deep Learning
๐Ÿ“š Coursera Course โ†—
Self-paced
Recommender Systems: An Applied Approach using Deep Learning
Opens on Coursera โ†—
Introduction to AI
๐Ÿ“š Coursera Course โ†—
Self-paced
Introduction to AI
Opens on Coursera โ†—