Foundations

ML Fundamentals

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

19,882
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
Open Source Contribution = Standout in the Job Market
ML Fundamentals
Open Source Contribution = Standout in the Job Market
codebasics Beginner 8mo ago
Understand PCA in 16 Minutes | Machine Learning Dimensionality Reduction | Day 17
ML Fundamentals
Understand PCA in 16 Minutes | Machine Learning Dimensionality Reduction | Day 17
AnuTech-CH Beginner 8mo ago
Databricks Asset Bundles
ML Fundamentals ⚡ AI Lesson
Databricks Asset Bundles
Databricks Intermediate 8mo ago
Top AI Jobs Everyone Wants in 2026 | High-Paying AI Roles #shorts #simplilearn
ML Fundamentals
Top AI Jobs Everyone Wants in 2026 | High-Paying AI Roles #shorts #simplilearn
Simplilearn Advanced 8mo ago
How Ethernet Sends Data - Computerphile
ML Fundamentals ⚡ AI Lesson
How Ethernet Sends Data - Computerphile
Computerphile Beginner 8mo ago
AI vs ML vs DL vs Data Science — What’s the Real Difference? 🤯
ML Fundamentals ⚡ AI Lesson
AI vs ML vs DL vs Data Science — What’s the Real Difference? 🤯
Analytics Vidhya Beginner 8mo ago
AI Doctor? How IBM Watson Changed Disease Diagnosis! 🧠⚕️
ML Fundamentals
AI Doctor? How IBM Watson Changed Disease Diagnosis! 🧠⚕️
Arivi by HCL GUVI Beginner 8mo ago
The REAL Reason You're Not Getting Hired 💡
ML Fundamentals
The REAL Reason You're Not Getting Hired 💡
Coursera Beginner 8mo ago
Sponsored Session: Everything Everywhere all at Once: vLLM...- Brittany Rockwell & Shireen Kheradpey
ML Fundamentals
Sponsored Session: Everything Everywhere all at Once: vLLM...- Brittany Rockwell & Shireen Kheradpey
PyTorch Advanced 8mo ago
Keynote: Building ML Systems Foundations at the Age of AI - Tianqi Chen, NVIDIA & CMU
ML Fundamentals
Keynote: Building ML Systems Foundations at the Age of AI - Tianqi Chen, NVIDIA & CMU
PyTorch Intermediate 8mo ago
Quant Trading Accelerator - Part 3: Vectorization
ML Fundamentals
Quant Trading Accelerator - Part 3: Vectorization
MemLabs Beginner 8mo ago
Faster R-CNN - Explained!
ML Fundamentals ⚡ AI Lesson
Faster R-CNN - Explained!
CodeEmporium Advanced 8mo ago
AI vs CS: What Leads To A Better Job?
ML Fundamentals
AI vs CS: What Leads To A Better Job?
Jean Lee Beginner 8mo ago
AI Engineer vs ML Engineer — What’s the Difference? | AI Engineer Guide | #shorts | #Simplilearn
ML Fundamentals
AI Engineer vs ML Engineer — What’s the Difference? | AI Engineer Guide | #shorts | #Simplilearn
Simplilearn Advanced 8mo ago
Computer Science Machine Learning JavaScript For Everyone #shorts #js #ml #coding #computerscience
ML Fundamentals
Computer Science Machine Learning JavaScript For Everyone #shorts #js #ml #coding #computerscience
WebKnower Beginner 8mo ago
3 Tech Domains That’ll Boom in 2026 #Shorts #ViralVideo #GfG
ML Fundamentals
3 Tech Domains That’ll Boom in 2026 #Shorts #ViralVideo #GfG
GeeksforGeeks Beginner 8mo ago
Efficient Memory Management for LLM serving
ML Fundamentals
Efficient Memory Management for LLM serving
West Coast Machine Learning Advanced 8mo ago
Programmer Starter Pack
ML Fundamentals
Programmer Starter Pack
Coursera Beginner 8mo ago
Is Maths Required for Coding? | Coding Tips for Beginners
ML Fundamentals
Is Maths Required for Coding? | Coding Tips for Beginners
GeeksforGeeks Beginner 8mo ago
Predict Customer Churn and Boost Revenue with Zunō.Predict on Google Cloud
ML Fundamentals
Predict Customer Churn and Boost Revenue with Zunō.Predict on Google Cloud
Google Cloud Intermediate 8mo ago
Causal Portfolio Optimization with Alejandro Rodriguez Domínguez
ML Fundamentals
Causal Portfolio Optimization with Alejandro Rodriguez Domínguez
Quantopian Advanced 8mo ago
Easy Tutorial on Principal Component Analysis (PCA) | Machine Learning Series Day 16
ML Fundamentals
Easy Tutorial on Principal Component Analysis (PCA) | Machine Learning Series Day 16
AnuTech-CH Beginner 8mo ago
How IP Addresses Relate to Physical Locations - Computerphile
ML Fundamentals ⚡ AI Lesson
How IP Addresses Relate to Physical Locations - Computerphile
Computerphile Beginner 8mo ago
Should I come to USA for masters?
ML Fundamentals ⚡ AI Lesson
Should I come to USA for masters?
codebasics Beginner 8mo ago
AI ML Made Simple For Everyone #shorts #ai #ml #engineering #programming #learning #tutorial
ML Fundamentals ⚡ AI Lesson
AI ML Made Simple For Everyone #shorts #ai #ml #engineering #programming #learning #tutorial
WebKnower Beginner 8mo ago
How does Neurons communicate? | Parts | Functions | Types of Neurons ?
ML Fundamentals
How does Neurons communicate? | Parts | Functions | Types of Neurons ?
PsychTalks Beginner 8mo ago
Netflix CTO on the True Value of AI
ML Fundamentals ⚡ AI Lesson
Netflix CTO on the True Value of AI
The Information Beginner 8mo ago
Out of 1,000s of backtests, here are the 6 main lessons for strategy success. (EP 38)
ML Fundamentals
Out of 1,000s of backtests, here are the 6 main lessons for strategy success. (EP 38)
Unbiased Trading Intermediate 8mo ago
How Moloco Achieved 10x Faster Training with Google Cloud's AI Infrastructure
ML Fundamentals
How Moloco Achieved 10x Faster Training with Google Cloud's AI Infrastructure
Google Cloud Advanced 8mo ago
ResNet - Explained!
ML Fundamentals ⚡ AI Lesson
ResNet - Explained!
CodeEmporium Beginner 8mo ago
Block 1 - Machine Learning mit Scratch - das Nasenbärenrennen
ML Fundamentals
Block 1 - Machine Learning mit Scratch - das Nasenbärenrennen
Coding Club Linz Beginner 8mo ago
Applied Deep Learning 2025 - Lecture 5 - Libraries and Practical Aspects
ML Fundamentals
Applied Deep Learning 2025 - Lecture 5 - Libraries and Practical Aspects
Alexander Pacha Intermediate 8mo ago
Keynote: Robot Foundation Models - Sergey Levine
ML Fundamentals
Keynote: Robot Foundation Models - Sergey Levine
PyTorch Beginner 8mo ago
Keynote: Enabling PyTorch’s Thousand Ops for Software First Silicon Design - Andrew Ling
ML Fundamentals
Keynote: Enabling PyTorch’s Thousand Ops for Software First Silicon Design - Andrew Ling
PyTorch Beginner 8mo ago
Sponsored Session: Lightning Talk: Improving Drug Discovery with Machine Learning... - Simon Axelrod
ML Fundamentals ⚡ AI Lesson
Sponsored Session: Lightning Talk: Improving Drug Discovery with Machine Learning... - Simon Axelrod
PyTorch Beginner 8mo ago
DeepSpeed: Efficient Training Scalability for Deep Learning - Tunji Ruwase, Snowflake
ML Fundamentals
DeepSpeed: Efficient Training Scalability for Deep Learning - Tunji Ruwase, Snowflake
PyTorch Advanced 8mo ago
Helion: A High-level DSL for Kernel Authoring - Jason Ansel, Meta
ML Fundamentals
Helion: A High-level DSL for Kernel Authoring - Jason Ansel, Meta
PyTorch Beginner 8mo ago
Fault Tolerance Training at Pinterest - Chia-Wei Chen & Karthik Anantha Padmanabhan, Pinterest
ML Fundamentals ⚡ AI Lesson
Fault Tolerance Training at Pinterest - Chia-Wei Chen & Karthik Anantha Padmanabhan, Pinterest
PyTorch Advanced 8mo ago
What is Google Cluey? | Understanding Google Cluey: Features and Uses | #shorts #simplilearn
ML Fundamentals
What is Google Cluey? | Understanding Google Cluey: Features and Uses | #shorts #simplilearn
Simplilearn Beginner 8mo ago
Data Science Full Course 2025 | Data Science Tutorial | Data Science Training Course | Simplilearn
ML Fundamentals
Data Science Full Course 2025 | Data Science Tutorial | Data Science Training Course | Simplilearn
Simplilearn Beginner 8mo ago
What Can Generative AI Really Do? 2025 Overview
ML Fundamentals
What Can Generative AI Really Do? 2025 Overview
Coursera Beginner 8mo ago
AI Full Course 2025 | AI Tutorial for Beginners | Artificial Intelligence Course | Simplilearn
10:34:44
ML Fundamentals ⚡ AI Lesson
AI Full Course 2025 | AI Tutorial for Beginners | Artificial Intelligence Course | Simplilearn
Simplilearn Beginner 8mo ago
ERNIE 4.5 Explained | China’s Powerful AI Vision Model | #Shorts | #simplilearn
ML Fundamentals
ERNIE 4.5 Explained | China’s Powerful AI Vision Model | #Shorts | #simplilearn
Simplilearn Advanced 8mo ago
Machine Learning in Real Life: From Spotify to Healthcare
ML Fundamentals
Machine Learning in Real Life: From Spotify to Healthcare
Coursera Beginner 8mo ago
What Is a Chatbot? A Business Owner's Guide
ML Fundamentals
What Is a Chatbot? A Business Owner's Guide
Coursera Beginner 8mo ago
Hedra AI | Animate Your Avatar into a Moving Character | #shorts #simplilearn
ML Fundamentals
Hedra AI | Animate Your Avatar into a Moving Character | #shorts #simplilearn
Simplilearn Advanced 8mo ago
CodeRabbit: The Secret Weapon for Clean Code | How to Use CodeRabbit | #Shorts | #Simplilearn
ML Fundamentals
CodeRabbit: The Secret Weapon for Clean Code | How to Use CodeRabbit | #Shorts | #Simplilearn
Simplilearn Beginner 8mo ago
Python: Essential Tools
ML Fundamentals
Python: Essential Tools
Coursera Beginner 8mo ago
📚 Continue on Coursera External links · Free to audit
1 / 3 View all →
Machine Learning Foundations for Product Managers
📚 External: Coursera ↗
Self-paced
Machine Learning Foundations for Product Managers
Opens on Coursera ↗
Artificial Intelligence
📚 External: Coursera ↗
Self-paced
Artificial Intelligence
Opens on Coursera ↗
Apply R Techniques for Telecom Customer Churn Prediction
📚 External: Coursera ↗
Self-paced
Apply R Techniques for Telecom Customer Churn Prediction
Opens on Coursera ↗
Cluster Analysis and Unsupervised Machine Learning in Python
📚 External: Coursera ↗
Self-paced
Cluster Analysis and Unsupervised Machine Learning in Python
Opens on Coursera ↗
Artificial Intelligence on Microsoft Azure
📚 External: Coursera ↗
Self-paced
Artificial Intelligence on Microsoft Azure
Opens on Coursera ↗
Training, Evaluating, and Monitoring Machine Learning Models
📚 External: Coursera ↗
Self-paced
Training, Evaluating, and Monitoring Machine Learning Models
Opens on Coursera ↗