Foundations

ML Fundamentals

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

12,002
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
What Is Data Science? | Data Science Roadmap | Data Science Step By Step Complete Information
ML Fundamentals
What Is Data Science? | Data Science Roadmap | Data Science Step By Step Complete Information
GeeksforGeeks Beginner 9mo ago
How to build a simple voice assistant
ML Fundamentals โšก AI Lesson
How to build a simple voice assistant
Simon Willison (underfitted) Beginner 9mo ago
๐Ÿ”ฅTop Skills to Become a Generative AI Engineer #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅTop Skills to Become a Generative AI Engineer #shorts #simplilearn
Simplilearn Beginner 9mo ago
๐Ÿ”ฅSoftware Engineer vs Data Scientist: What's the Difference? #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅSoftware Engineer vs Data Scientist: What's the Difference? #shorts #simplilearn
Simplilearn Beginner 9mo ago
Career Hack: Set These Boundaries NOW ๐Ÿ”ฅ
ML Fundamentals
Career Hack: Set These Boundaries NOW ๐Ÿ”ฅ
Coursera Beginner 9mo ago
Writing a Text Editor - Computerphile
ML Fundamentals โšก AI Lesson
Writing a Text Editor - Computerphile
Computerphile Beginner 9mo ago
How to Get Started with AWS IoT SiteWise - Native Anomaly Detection | Amazon Web Services
ML Fundamentals
How to Get Started with AWS IoT SiteWise - Native Anomaly Detection | Amazon Web Services
Amazon Web Services Beginner 9mo ago
Less Is More! Welcome to the Future of Jobs
ML Fundamentals
Less Is More! Welcome to the Future of Jobs
Jean Lee Beginner 9mo ago
How AI Evolved from Start to Now ?๐Ÿค”โ€“ Full Explaination in Tamil | AI Coach John
ML Fundamentals
How AI Evolved from Start to Now ?๐Ÿค”โ€“ Full Explaination in Tamil | AI Coach John
AI Coach John (Tamil) Beginner 9mo ago
Brain Tumor Classifier in Python - Machine Learning Project
ML Fundamentals โšก AI Lesson
Brain Tumor Classifier in Python - Machine Learning Project
NeuralNine Beginner 9mo ago
#312 Can we Create an AI Doctor? | Aldo Faisal, Professor in AI & Neuroscience at Imperial College
ML Fundamentals โšก AI Lesson
#312 Can we Create an AI Doctor? | Aldo Faisal, Professor in AI & Neuroscience at Imperial College
DataCamp Beginner 9mo ago
Treasure Trove (Zeeman Medal Lecture by Brady Haran) - Numberphile
ML Fundamentals
Treasure Trove (Zeeman Medal Lecture by Brady Haran) - Numberphile
Numberphile Beginner 9mo ago
Maths You Need for Data Analysis ๐Ÿ”ข | Complete Guide for Beginners
ML Fundamentals
Maths You Need for Data Analysis ๐Ÿ”ข | Complete Guide for Beginners
GeeksforGeeks Beginner 9mo ago
#1 Career Skill Women Are Missing ๐Ÿ“ˆ
ML Fundamentals
#1 Career Skill Women Are Missing ๐Ÿ“ˆ
Coursera Beginner 9mo ago
Part 6 | Deploy ML Model on Kubernetes | Auto-Scaling with HPA and Monitoring with Prometheus
ML Fundamentals
Part 6 | Deploy ML Model on Kubernetes | Auto-Scaling with HPA and Monitoring with Prometheus
Abonia Sojasingarayar Beginner 9mo ago
Top 3 GitHub Repositories for Data Science Beginners in 2025
ML Fundamentals
Top 3 GitHub Repositories for Data Science Beginners in 2025
Analytics Vidhya Beginner 9mo ago
Australian Informatics Olympiad. Getting Started (Addition, Sitting or Standing, Mixed Fractions)
ML Fundamentals
Australian Informatics Olympiad. Getting Started (Addition, Sitting or Standing, Mixed Fractions)
Creator Academy Australia Beginner 9mo ago
Logistic Regression Explained in 60 Seconds | Machine Learning Made Simple
ML Fundamentals
Logistic Regression Explained in 60 Seconds | Machine Learning Made Simple
Analytics Vidhya Beginner 9mo ago
Oxford MSc in Global Healthcare Leadership - views from the classroom
ML Fundamentals โšก AI Lesson
Oxford MSc in Global Healthcare Leadership - views from the classroom
Saรฏd Business School, University of Oxford Beginner 9mo ago
The Highest Paying Jobs In The Age of AI According To AI
ML Fundamentals
The Highest Paying Jobs In The Age of AI According To AI
Jean Lee Beginner 9mo ago
The intersection of AI, art, and design with Douglas Edric Stanley and Anthony Masure
ML Fundamentals
The intersection of AI, art, and design with Douglas Edric Stanley and Anthony Masure
Google for Developers Beginner 9mo ago
Franรงois Chollet - Creating Keras 3
ML Fundamentals
Franรงois Chollet - Creating Keras 3
Google for Developers Beginner 9mo ago
Conway's Base 13 Function - Numberphile
ML Fundamentals
Conway's Base 13 Function - Numberphile
Numberphile Beginner 9mo ago
Memory Mapping - Computerphile
ML Fundamentals โšก AI Lesson
Memory Mapping - Computerphile
Computerphile Beginner 9mo ago
How Neural Networks Work (AI Beginnerโ€™s Guide) | FutureSeed AI | #ai #education #techlearn
ML Fundamentals
How Neural Networks Work (AI Beginnerโ€™s Guide) | FutureSeed AI | #ai #education #techlearn
FutureSeed AI Beginner 9mo ago
Complete Blueprint to land an IT Job as a Fresher | ft: @HR_Navin Life Lessons Podcast in Tamil
ML Fundamentals
Complete Blueprint to land an IT Job as a Fresher | ft: @HR_Navin Life Lessons Podcast in Tamil
AI Coach John (Tamil) Beginner 10mo ago
Catherine Ji  - Horizon Generalization in Reinforcement Learning
ML Fundamentals โšก AI Lesson
Catherine Ji - Horizon Generalization in Reinforcement Learning
Cohere Beginner 10mo ago
Inside Uber's Advanced AI and Machine Learning Platform
ML Fundamentals
Inside Uber's Advanced AI and Machine Learning Platform
MLOps.community Beginner 10mo ago
Whatโ€™s the Probability That Two Randomly Drawn Chords in a Circle Intersect?
ML Fundamentals โšก AI Lesson
Whatโ€™s the Probability That Two Randomly Drawn Chords in a Circle Intersect?
AI For Beginners Beginner 10mo ago
What is AI? Explain Simply with Examples | Artificial Intelligence, Machine Learning, Generative AI
ML Fundamentals
What is AI? Explain Simply with Examples | Artificial Intelligence, Machine Learning, Generative AI
Simple AI Class with Dr Linda Beginner 10mo ago
Sara Hooker - Research Mentorship Session
ML Fundamentals
Sara Hooker - Research Mentorship Session
Cohere Beginner 10mo ago
Nobel Laureate John Jumper: AI is Revolutionizing Scientific Discovery
ML Fundamentals
Nobel Laureate John Jumper: AI is Revolutionizing Scientific Discovery
Y Combinator Beginner 10mo ago
A torch.fx Based Compression Toolkit Empowered by torch_musa - Fan Mo, Moore Threads
ML Fundamentals
A torch.fx Based Compression Toolkit Empowered by torch_musa - Fan Mo, Moore Threads
PyTorch Beginner 10mo ago
Diving in Hugging Face Hub; Share Your Model Weights on the #1 AI Hub, Home of 700k+... Tiezhen Wang
ML Fundamentals
Diving in Hugging Face Hub; Share Your Model Weights on the #1 AI Hub, Home of 700k+... Tiezhen Wang
PyTorch Beginner 10mo ago
Reverse-engineering GGUF | Post-Training Quantization
ML Fundamentals
Reverse-engineering GGUF | Post-Training Quantization
Julia Turc Beginner 10mo ago
Is maths required for coding ? Coding Tips For Beginners #Shorts #Coding #CodingForBeginners #GfG
ML Fundamentals
Is maths required for coding ? Coding Tips For Beginners #Shorts #Coding #CodingForBeginners #GfG
GeeksforGeeks Beginner 9mo ago
๐Ÿ”ฅData Scientist Roadmap 2026 #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅData Scientist Roadmap 2026 #shorts #simplilearn
Simplilearn Beginner 9mo ago
๐Ÿ”ฅML Engineer vs Data Scientist: What's the Difference in 2026? #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅML Engineer vs Data Scientist: What's the Difference in 2026? #shorts #simplilearn
Simplilearn Beginner 9mo ago
Hands-on ML Learning Actually Works! ๐Ÿ™Œ
ML Fundamentals
Hands-on ML Learning Actually Works! ๐Ÿ™Œ
Coursera Beginner 9mo ago
Feature Scaling vs Normalization in Machine Learning - Explained Simply!
ML Fundamentals
Feature Scaling vs Normalization in Machine Learning - Explained Simply!
Analytics Vidhya Beginner 9mo ago
๐Ÿ”ฅConfused Which AI Specialization to Choose? Watch This #shorts #simplilearn
ML Fundamentals
๐Ÿ”ฅConfused Which AI Specialization to Choose? Watch This #shorts #simplilearn
Simplilearn Beginner 9mo 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 9mo ago
Top 15 Generative AI Interview Questions and Answers | AI Interview Questions | Simplilearn
ML Fundamentals
Top 15 Generative AI Interview Questions and Answers | AI Interview Questions | Simplilearn
Simplilearn Beginner 9mo ago
Why I'm Learning Machine Learning on Coursera ๐Ÿค–
ML Fundamentals
Why I'm Learning Machine Learning on Coursera ๐Ÿค–
Coursera Beginner 9mo ago
What Is Bookkeeping? A Simple Guide to Getting Started
ML Fundamentals
What Is Bookkeeping? A Simple Guide to Getting Started
Coursera Beginner 10mo ago
ROC AUC Explained in 60 Seconds (No Jargon!)
ML Fundamentals โšก AI Lesson
ROC AUC Explained in 60 Seconds (No Jargon!)
Analytics Vidhya Beginner 10mo ago
This Is How You Actually Learn AI and Machine learning
ML Fundamentals
This Is How You Actually Learn AI and Machine learning
Jean Lee Beginner 10mo ago
Career Counseling: The Human Side of the Future of Work
ML Fundamentals
Career Counseling: The Human Side of the Future of Work
Coursera Beginner 10mo ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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ML Algorithms
๐Ÿ“š Coursera Course โ†—
Self-paced
ML Algorithms
Opens on Coursera โ†—
Analyze Data in Azure ML Studio
๐Ÿ“š Coursera Course โ†—
Self-paced
Analyze Data in Azure ML Studio
Opens on Coursera โ†—
Deep Learning with ANN in Python: Build & Optimize
๐Ÿ“š Coursera Course โ†—
Self-paced
Deep Learning with ANN in Python: Build & Optimize
Opens on Coursera โ†—
Optimize Vision Datasets: Augment and Analyze
๐Ÿ“š Coursera Course โ†—
Self-paced
Optimize Vision Datasets: Augment and Analyze
Opens on Coursera โ†—
Build Intelligent iOS Apps with Core ML 3: Learn & Apply AI
๐Ÿ“š Coursera Course โ†—
Self-paced
Build Intelligent iOS Apps with Core ML 3: Learn & Apply AI
Opens on Coursera โ†—
Secure AI Interpret and Protect Models
๐Ÿ“š Coursera Course โ†—
Self-paced
Secure AI Interpret and Protect Models
Opens on Coursera โ†—