Foundations

ML Fundamentals

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

8607
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
Which Projects Will Surprise Tech Companies #shorts #tech #company #coding #jobs #project
ML Fundamentals
Which Projects Will Surprise Tech Companies #shorts #tech #company #coding #jobs #project
WebKnower Beginner 10mo ago
How to Land a Machine Learning Engineering Role
ML Fundamentals
How to Land a Machine Learning Engineering Role
Jean Lee Beginner 10mo ago
What Zero Padding Achieves ๐Ÿšง - Deep Learning Beginner ๐Ÿ‘ถ - Topic 277 #ai #ml
ML Fundamentals
What Zero Padding Achieves ๐Ÿšง - Deep Learning Beginner ๐Ÿ‘ถ - Topic 277 #ai #ml
deeplizard Beginner 10mo ago
Keras & TensorFlow Tutorial - Image classification with MLP - Code explained line by line
ML Fundamentals
Keras & TensorFlow Tutorial - Image classification with MLP - Code explained line by line
The Gradient Path Beginner 11mo ago
Is Learning Python Difficult? #codebasics #python #shorts #data #dataanalyst #ai
ML Fundamentals
Is Learning Python Difficult? #codebasics #python #shorts #data #dataanalyst #ai
codebasics Beginner 11mo ago
This AI Learns Everything By Itself โ€” No Human Data Needed! ๐Ÿคฏ
ML Fundamentals
This AI Learns Everything By Itself โ€” No Human Data Needed! ๐Ÿคฏ
Analytics Vidhya Beginner 11mo ago
Hackerโ€™s Perspective: Realistic AI Attack Scenarios
ML Fundamentals
Hackerโ€™s Perspective: Realistic AI Attack Scenarios
SANS Institute Beginner 11mo ago
The Human Element in AI: Why People Still Matter in a Machine-Led Era
ML Fundamentals
The Human Element in AI: Why People Still Matter in a Machine-Led Era
SANS Institute Beginner 11mo ago
Hash Collisions & The Birthday Paradox - Computerphile
ML Fundamentals
Hash Collisions & The Birthday Paradox - Computerphile
Computerphile Beginner 11mo ago
Part 1 | Hands-On End-to-End ML Model Deployment on Kubernetes | Introduction & Project Setup
ML Fundamentals
Part 1 | Hands-On End-to-End ML Model Deployment on Kubernetes | Introduction & Project Setup
Abonia Sojasingarayar Beginner 11mo ago
Why is it Called Zero Padding โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 276 #ai #ml
ML Fundamentals
Why is it Called Zero Padding โ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 276 #ai #ml
deeplizard Beginner 11mo ago
Will AI kill humanity?
ML Fundamentals
Will AI kill humanity?
GeeksforGeeks Beginner 11mo ago
ML Foundations for AI Engineers (in 34 Minutes)
ML Fundamentals
ML Foundations for AI Engineers (in 34 Minutes)
Shaw Talebi Beginner 11mo ago
Networking Don'ts: Expert Tips from Susan McPherson ๐Ÿ’ก
ML Fundamentals
Networking Don'ts: Expert Tips from Susan McPherson ๐Ÿ’ก
Coursera Beginner 11mo ago
Web Development Skills: Ultimate Guide for Beginners
ML Fundamentals
Web Development Skills: Ultimate Guide for Beginners
Coursera Beginner 11mo ago
Reinforcement Learning in 100 Seconds
ML Fundamentals
Reinforcement Learning in 100 Seconds
Infinite Codes Beginner 11mo ago
The Future of AI Is Here and What That Means for Your Jobs
ML Fundamentals
The Future of AI Is Here and What That Means for Your Jobs
Jean Lee Beginner 11mo ago
Data Analyst Career #data #codebasics #career #dataanalyst #job #shorts
ML Fundamentals
Data Analyst Career #data #codebasics #career #dataanalyst #job #shorts
codebasics Beginner 11mo ago
Subroutines in Low Level Code - Computerphile
ML Fundamentals
Subroutines in Low Level Code - Computerphile
Computerphile Beginner 11mo ago
Top 5 Technologies to Learn in 2025
ML Fundamentals
Top 5 Technologies to Learn in 2025
edureka! Beginner 11mo ago
10 Essential Skills for Future Tech Jobs!
ML Fundamentals
10 Essential Skills for Future Tech Jobs!
edureka! Beginner 11mo ago
Top Python Libraries & Frameworks You NEED to Know! ๐Ÿ
0:06
ML Fundamentals
Top Python Libraries & Frameworks You NEED to Know! ๐Ÿ
CydexCode Beginner 11mo ago
The Voice of the AI Engineer
ML Fundamentals
The Voice of the AI Engineer
Latent Space Beginner 11mo ago
NBA MVP Machine Learning Prediction โ€ผ๏ธ
ML Fundamentals
NBA MVP Machine Learning Prediction โ€ผ๏ธ
Sajjaad Khader Beginner 11mo ago
Network Manipulation
ML Fundamentals
Network Manipulation
Data Skeptic Beginner 11mo ago
AI Is Taking Over Jobs โ€“ Start Learning AI NOW Before It's Too Late!
ML Fundamentals
AI Is Taking Over Jobs โ€“ Start Learning AI NOW Before It's Too Late!
Analytics Vidhya Beginner 11mo ago
Etsy at Google Cloud Next
ML Fundamentals
Etsy at Google Cloud Next
Google Cloud Beginner 11mo ago
Machine learning in 5 mins ๐Ÿค™
ML Fundamentals
Machine learning in 5 mins ๐Ÿค™
Sajjaad Khader Beginner 11mo ago
Navigating OER Space: MIT Libraries Open Educational Resources Guide
ML Fundamentals
Navigating OER Space: MIT Libraries Open Educational Resources Guide
MIT OpenCourseWare Beginner 11mo ago
Roadmap to a successful tech career in 2025
ML Fundamentals
Roadmap to a successful tech career in 2025
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 11mo ago
Konstantin  Schuerholt  - Weight Space Learning  Treating Neural Network Weights as Data
ML Fundamentals
Konstantin Schuerholt - Weight Space Learning Treating Neural Network Weights as Data
Cohere Beginner 11mo ago
Can AI Understand Indian Comedy? | Understand Sentiment Analysis in 8 Minutes!
ML Fundamentals
Can AI Understand Indian Comedy? | Understand Sentiment Analysis in 8 Minutes!
GeeksforGeeks Beginner 11mo ago
How CNNs Lose Edge Data ๐Ÿ–ผ๏ธ - Hinting at Zero Padding ๐Ÿ” - Topic 275 #ai #ml
ML Fundamentals
How CNNs Lose Edge Data ๐Ÿ–ผ๏ธ - Hinting at Zero Padding ๐Ÿ” - Topic 275 #ai #ml
deeplizard Beginner 11mo ago
How Small Startups Are Making Big Bucks in AI
ML Fundamentals
How Small Startups Are Making Big Bucks in AI
Jean Lee Beginner 11mo ago
5 High-Paying Jobs You Should Know About
ML Fundamentals
5 High-Paying Jobs You Should Know About
Coursera Beginner 11mo ago
Learn AI & Machine Learning, For FREE!
ML Fundamentals
Learn AI & Machine Learning, For FREE!
Jean Lee Beginner 11mo ago
Problems with CNNs Reducing Dimensions ๐Ÿ”ข - Deep Learning Beginner ๐Ÿ‘ถ - Topic 274 #ai #ml
ML Fundamentals
Problems with CNNs Reducing Dimensions ๐Ÿ”ข - Deep Learning Beginner ๐Ÿ‘ถ - Topic 274 #ai #ml
deeplizard Beginner 11mo ago
3 Timeless Skills You Should Learn #job #skills #demand #leadership #communicationskills #time
ML Fundamentals
3 Timeless Skills You Should Learn #job #skills #demand #leadership #communicationskills #time
codebasics Beginner 11mo ago
AI, Machine Learning, Deep Learning: Whatโ€™s the Difference?
ML Fundamentals
AI, Machine Learning, Deep Learning: Whatโ€™s the Difference?
Jean Lee Beginner 11mo ago
Formula for CNN Output Dimensions ๐Ÿ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 273 #ai #ml
ML Fundamentals
Formula for CNN Output Dimensions ๐Ÿ“ - Deep Learning Beginner ๐Ÿ‘ถ - Topic 273 #ai #ml
deeplizard Beginner 11mo ago
Comfort Kills Innovation: Why Diversity Fuels Creativity
ML Fundamentals
Comfort Kills Innovation: Why Diversity Fuels Creativity
Coursera Beginner 11mo ago
AI-First Workplaces Are Already Here
ML Fundamentals
AI-First Workplaces Are Already Here
Jean Lee Beginner 11mo ago
Machine Learning EXPLAINED In 60 Seconds
ML Fundamentals
Machine Learning EXPLAINED In 60 Seconds
edureka! Beginner 11mo ago
Why Convolutional Filters Reduce Dimensions ๐Ÿง - DL Beginner ๐Ÿ” - Topic 272 #ai #ml
ML Fundamentals
Why Convolutional Filters Reduce Dimensions ๐Ÿง - DL Beginner ๐Ÿ” - Topic 272 #ai #ml
deeplizard Beginner 11mo ago
Create a 'Safe to Fail' Culture (Leadership Tip) ๐ŸŽฏ
ML Fundamentals
Create a 'Safe to Fail' Culture (Leadership Tip) ๐ŸŽฏ
Coursera Beginner 11mo ago
Why People Resist Change at Work & How to Fix It
ML Fundamentals
Why People Resist Change at Work & How to Fix It
Coursera Beginner 11mo ago
Top Technologies to Learn for Career Growth (2025 Update)
ML Fundamentals
Top Technologies to Learn for Career Growth (2025 Update)
edureka! Beginner 11mo ago
Reducing Image Dimensions ๐Ÿ“‰ - Convolutional Filters in CNNs ๐ŸŒ - Topic 271 #ai #ml
ML Fundamentals
Reducing Image Dimensions ๐Ÿ“‰ - Convolutional Filters in CNNs ๐ŸŒ - Topic 271 #ai #ml
deeplizard Beginner 11mo ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Practical MATLAB Skills
๐Ÿ“š Coursera Course โ†—
Self-paced
Practical MATLAB Skills
Opens on Coursera โ†—
Introduction to Data Management
๐Ÿ“š Coursera Course โ†—
Self-paced
Introduction to Data Management
Opens on Coursera โ†—
Fundamentals of AWS AI and ML Solutions
๐Ÿ“š Coursera Course โ†—
Self-paced
Fundamentals of AWS AI and ML Solutions
Opens on Coursera โ†—
Machine Learning Essentials for Business and Technical Decision Makers
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning Essentials for Business and Technical Decision Makers
Opens on Coursera โ†—
Artificial Intelligence on Microsoft Azure
๐Ÿ“š Coursera Course โ†—
Self-paced
Artificial Intelligence on Microsoft Azure
Opens on Coursera โ†—
Device-based Models with TensorFlow Lite
๐Ÿ“š Coursera Course โ†—
Self-paced
Device-based Models with TensorFlow Lite
Opens on Coursera โ†—