Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

11,135
lessons
Skills in this topic
View full skill map →
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
Top AWS Cloud Certifications in 2026 | Best AWS Certifications for Cloud Careers #shorts
ML Fundamentals
Top AWS Cloud Certifications in 2026 | Best AWS Certifications for Cloud Careers #shorts
Simplilearn Beginner 4mo ago
AI Engineer Roadmap #Shorts #GfG #AI #AIRoadmap #ArtificialIntelligence
ML Fundamentals
AI Engineer Roadmap #Shorts #GfG #AI #AIRoadmap #ArtificialIntelligence
GeeksforGeeks Beginner 4mo ago
IIT Roorkee | Introduction to Data Science, Machine Learning and AI
ML Fundamentals
IIT Roorkee | Introduction to Data Science, Machine Learning and AI
CloudxLab Official Beginner 4mo ago
Fix This and Your React App Instantly Gets Faster #reactjs #coding #frontend
ML Fundamentals
Fix This and Your React App Instantly Gets Faster #reactjs #coding #frontend
FullStackDev Beginner 4mo ago
What NoGIL Python means for machine learning
ML Fundamentals
What NoGIL Python means for machine learning
Efficient NLP Beginner 4mo ago
The Ultimate Roadmap to Learn AI (No Degree Needed)
ML Fundamentals ⚡ AI Lesson
The Ultimate Roadmap to Learn AI (No Degree Needed)
Jean Lee Beginner 4mo ago
How To Learn Artificial Intelligence And Ml Full Roadmap #shorts #ai #students #ml #coding #learn
ML Fundamentals
How To Learn Artificial Intelligence And Ml Full Roadmap #shorts #ai #students #ml #coding #learn
WebKnower Beginner 4mo ago
You Don’t Need to be an Expert to Start Data Science
ML Fundamentals
You Don’t Need to be an Expert to Start Data Science
Coursera Beginner 4mo ago
Unity Catalog: Setting Up Volumes
ML Fundamentals ⚡ AI Lesson
Unity Catalog: Setting Up Volumes
Databricks Beginner 4mo ago
Deep Learning Specialization by DeepLearning.AI #BeADeepLearner
ML Fundamentals
Deep Learning Specialization by DeepLearning.AI #BeADeepLearner
DeepLearningAI Beginner 4mo ago
AI and Machine Learning Pioneers Summer School
ML Fundamentals
AI and Machine Learning Pioneers Summer School
Saïd Business School, University of Oxford Beginner 4mo ago
Learn AI Machine Learning Gen AI And Deep Learning #shorts #ai #ml #deeplearning #coding #tutorial
ML Fundamentals
Learn AI Machine Learning Gen AI And Deep Learning #shorts #ai #ml #deeplearning #coding #tutorial
WebKnower Beginner 4mo ago
8 Upgrades for the REV Starter Bot (FTC Decode)
ML Fundamentals
8 Upgrades for the REV Starter Bot (FTC Decode)
Creator Academy Australia Beginner 4mo ago
AI Learns to Race Hurdles (deep reinforcement learning)
ML Fundamentals ⚡ AI Lesson
AI Learns to Race Hurdles (deep reinforcement learning)
AI Warehouse Beginner 4mo ago
How to Drive Data & AI Platform Adoption at Scale
ML Fundamentals ⚡ AI Lesson
How to Drive Data & AI Platform Adoption at Scale
Databricks Beginner 4mo ago
Why Everyone Should Learn PYTHON
ML Fundamentals
Why Everyone Should Learn PYTHON
NPStation Beginner 4mo ago
Learn Machine Learning Like a GENIUS and Not Waste Time
10:33
ML Fundamentals ⚡ AI Lesson
Learn Machine Learning Like a GENIUS and Not Waste Time
Sahil & Sarra Beginner 4mo ago
Real-time video upscaling using CNNs and WebGPU
ML Fundamentals ⚡ AI Lesson
Real-time video upscaling using CNNs and WebGPU
Chrome for Developers Beginner 5mo ago
Machine Learning Specialization by DeepLearning.AI
ML Fundamentals
Machine Learning Specialization by DeepLearning.AI
DeepLearningAI Beginner 5mo ago
AI Career Opportunities: Explore Lucrative Roles in the AI Industry #shorts #simplilearn
ML Fundamentals
AI Career Opportunities: Explore Lucrative Roles in the AI Industry #shorts #simplilearn
Simplilearn Beginner 5mo ago
Return of the Calculator Unboxing - Numberphile
ML Fundamentals
Return of the Calculator Unboxing - Numberphile
Numberphile Beginner 5mo ago
PyTorch Foundation Spotlight: Ankita Guha, PyTorch Ambassador
ML Fundamentals ⚡ AI Lesson
PyTorch Foundation Spotlight: Ankita Guha, PyTorch Ambassador
PyTorch Beginner 5mo ago
Kube*-pyter: Jupyter Serving at "Enterprise" Scale - David Hoover & Jack McGinness, Capital One
ML Fundamentals ⚡ AI Lesson
Kube*-pyter: Jupyter Serving at "Enterprise" Scale - David Hoover & Jack McGinness, Capital One
PyData Beginner 5mo ago
Explainable AI Using SHAP, LIME, GINI, and Permutation Feature Importance - D. Datta & S. Ray
ML Fundamentals
Explainable AI Using SHAP, LIME, GINI, and Permutation Feature Importance - D. Datta & S. Ray
JupyterCon Beginner 5mo ago
The Lifecycle of a Jupyter Environment: From Exploration To Production-Grade Pipelines - Dawn Wages
ML Fundamentals ⚡ AI Lesson
The Lifecycle of a Jupyter Environment: From Exploration To Production-Grade Pipelines - Dawn Wages
JupyterCon Beginner 5mo ago
What is Python?
ML Fundamentals
What is Python?
Guru99 Beginner 5mo ago
The #1 Mistake You're Making with Automation | Don't Jump to the Finish Line
ML Fundamentals
The #1 Mistake You're Making with Automation | Don't Jump to the Finish Line
Zapier Beginner 5mo ago
Stanford CS193p: iOS Development with SwiftUI | 2025 | L1: Intro to Xcode and SwiftUI
ML Fundamentals
Stanford CS193p: iOS Development with SwiftUI | 2025 | L1: Intro to Xcode and SwiftUI
Stanford Online Beginner 5mo ago
Stanford Webinar - AI Safety
ML Fundamentals
Stanford Webinar - AI Safety
Stanford Online Beginner 5mo ago
Discrete Mathematics Course for Beginners
ML Fundamentals ⚡ AI Lesson
Discrete Mathematics Course for Beginners
freeCodeCamp.org Beginner 5mo ago
Complete Machine Learning Course in Malayalam | Learn ML Step-by-Step
2:09:37
ML Fundamentals ⚡ AI Lesson
Complete Machine Learning Course in Malayalam | Learn ML Step-by-Step
Entri Coding മലയാളം Beginner 5mo ago
AI workload storage options
ML Fundamentals
AI workload storage options
Google Cloud Tech Beginner 5mo ago
Python for Data Science #4: Mastering NumPy and Pandas for Data Manipulation
ML Fundamentals
Python for Data Science #4: Mastering NumPy and Pandas for Data Manipulation
Analytics Vidhya Beginner 5mo ago
Python Skills You NEED Before Machine Learning
ML Fundamentals ⚡ AI Lesson
Python Skills You NEED Before Machine Learning
Tech With Tim Beginner 5mo ago
How Sema Balances Work & Learning
ML Fundamentals
How Sema Balances Work & Learning
Coursera Beginner 5mo ago
The Real Story of Calculus - Numberphile
ML Fundamentals
The Real Story of Calculus - Numberphile
Numberphile Beginner 5mo ago
SOLID Principles Explained Simply | Write Better Object-Oriented Code | Tamil | Karthik's Show
ML Fundamentals
SOLID Principles Explained Simply | Write Better Object-Oriented Code | Tamil | Karthik's Show
Karthik's Show Beginner 5mo ago
Gradient Descent Explained Simply! | How AI Learns Step by Step
ML Fundamentals
Gradient Descent Explained Simply! | How AI Learns Step by Step
FutureSeed AI Beginner 5mo ago
From ads to films: Creating with code | TechCrunch Disrupt 2025
ML Fundamentals
From ads to films: Creating with code | TechCrunch Disrupt 2025
TechCrunch Beginner 5mo ago
Open Source Contribution = Standout in the Job Market
ML Fundamentals
Open Source Contribution = Standout in the Job Market
codebasics Beginner 5mo ago
Stop Fighting with Kubernetes! Scale Python to 1000s of Machines with Coiled
ML Fundamentals ⚡ AI Lesson
Stop Fighting with Kubernetes! Scale Python to 1000s of Machines with Coiled
Krish Naik Beginner 5mo ago
Python Concepts And Machine Learning For Beginners #shorts #python #coding #learn #machinelearning
ML Fundamentals
Python Concepts And Machine Learning For Beginners #shorts #python #coding #learn #machinelearning
WebKnower Beginner 5mo ago
How To Start Coding And Python With ML Projects #shorts #python #coding #ml #project #jobs #learn
ML Fundamentals
How To Start Coding And Python With ML Projects #shorts #python #coding #ml #project #jobs #learn
WebKnower Beginner 5mo ago
Python Machine Learning And GitHub Basics For Beginners #shorts #ml #python #github #coding #learn
ML Fundamentals
Python Machine Learning And GitHub Basics For Beginners #shorts #ml #python #github #coding #learn
WebKnower Beginner 5mo ago
Top 5 Skills Every Engineer Should learn in 2026 | High Paying SkillsTo Learn In 2026 | Simplilearn
ML Fundamentals
Top 5 Skills Every Engineer Should learn in 2026 | High Paying SkillsTo Learn In 2026 | Simplilearn
Simplilearn Beginner 5mo ago
Python Function Levels
ML Fundamentals
Python Function Levels
Coursera Beginner 5mo ago
The Impact of Online Learning
ML Fundamentals
The Impact of Online Learning
Coursera Beginner 5mo ago
Setting Learning Goals That Matter
ML Fundamentals
Setting Learning Goals That Matter
Coursera Beginner 5mo ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
AI & Machine Learning: Apply, Build & Solve
📚 Coursera Course ↗
Self-paced
AI & Machine Learning: Apply, Build & Solve
Opens on Coursera ↗
Automate Cloud Costs & Governance
📚 Coursera Course ↗
Self-paced
Automate Cloud Costs & Governance
Opens on Coursera ↗
Algorithmic Thinking (Part 1)
📚 Coursera Course ↗
Self-paced
Algorithmic Thinking (Part 1)
Opens on Coursera ↗
Introduction to Linear Algebra
📚 Coursera Course ↗
Self-paced
Introduction to Linear Algebra
Opens on Coursera ↗
Finding Mutations in DNA and Proteins (Bioinformatics VI)
📚 Coursera Course ↗
Self-paced
Finding Mutations in DNA and Proteins (Bioinformatics VI)
Opens on Coursera ↗
Matrix Factorization and Advanced Techniques
📚 Coursera Course ↗
Self-paced
Matrix Factorization and Advanced Techniques
Opens on Coursera ↗