Foundations

ML Fundamentals

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

11,339
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
Why Specialized MLOps Capabilities Are a Temporary Solution
ML Fundamentals
Why Specialized MLOps Capabilities Are a Temporary Solution
MLOps.community Intermediate 1y ago
Day 1-Live AI Crash Course-End To End Custom Video Broadcaster
ML Fundamentals
Day 1-Live AI Crash Course-End To End Custom Video Broadcaster
Krish Naik Beginner 1y ago
Mutli layer perceptron - Explained!
ML Fundamentals โšก AI Lesson
Mutli layer perceptron - Explained!
CodeEmporium Beginner 1y ago
DoD Chief Data and AI Office Speaking at Databricks DAIS Government Forum 2024
ML Fundamentals โšก AI Lesson
DoD Chief Data and AI Office Speaking at Databricks DAIS Government Forum 2024
Databricks Intermediate 1y ago
Identifying Image Edges with Filters ๐Ÿ”Ž - Convolution Results Explained ๐Ÿ“Š - Topic 256 #ai #ml
ML Fundamentals โšก AI Lesson
Identifying Image Edges with Filters ๐Ÿ”Ž - Convolution Results Explained ๐Ÿ“Š - Topic 256 #ai #ml
deeplizard Beginner 1y ago
More people should start using Dev Containers in Visual Studio Code
ML Fundamentals โšก AI Lesson
More people should start using Dev Containers in Visual Studio Code
Underfitted Beginner 1y ago
Junior vs Senior vs Staff vs Principalย Dataย Scientist
ML Fundamentals โšก AI Lesson
Junior vs Senior vs Staff vs Principalย Dataย Scientist
Aladdin Persson Beginner 1y ago
Linear Algebra for Machine Learning
ML Fundamentals โšก AI Lesson
Linear Algebra for Machine Learning
freeCodeCamp.org Beginner 1y ago
Edge Detection Using Filters ๐ŸŽจ - Stride and Convolution Mechanics ๐Ÿ“ - Topic 255 #ai #ml
ML Fundamentals โšก AI Lesson
Edge Detection Using Filters ๐ŸŽจ - Stride and Convolution Mechanics ๐Ÿ“ - Topic 255 #ai #ml
deeplizard Beginner 1y ago
How to build an ETL pipeline that doesn't suck
ML Fundamentals โšก AI Lesson
How to build an ETL pipeline that doesn't suck
Underfitted Beginner 1y ago
Data Analyst vs Machine Learning Engineer vs Data Scientist roles
ML Fundamentals
Data Analyst vs Machine Learning Engineer vs Data Scientist roles
Aladdin Persson Beginner 1y ago
OOPS In Real World Websites & APPS | OOPS for MNC In TAMIL - 2025 | OOPS In 50 Minutes.
ML Fundamentals
OOPS In Real World Websites & APPS | OOPS for MNC In TAMIL - 2025 | OOPS In 50 Minutes.
insimpletermz Beginner 1y ago
Spring Boot Tutorial for Beginners [2025]
ML Fundamentals โšก AI Lesson
Spring Boot Tutorial for Beginners [2025]
Programming with Mosh Beginner 1y ago
Can AI survive Indiaโ€™s Got Latent COMEDY?
ML Fundamentals
Can AI survive Indiaโ€™s Got Latent COMEDY?
GeeksforGeeks Beginner 1y ago
LoG Conference 2024 Day 3, Part 1/2 - Tutorial on Graph Deep Learning for Time Series Processing
ML Fundamentals
LoG Conference 2024 Day 3, Part 1/2 - Tutorial on Graph Deep Learning for Time Series Processing
Learning on Graphs Conference Beginner 1y ago
Mathematics for Machine Learning โ€“ Made Ridiculously Simple
ML Fundamentals
Mathematics for Machine Learning โ€“ Made Ridiculously Simple
Jean Lee Beginner 1y ago
Machine Learning vs Deep Learning
ML Fundamentals
Machine Learning vs Deep Learning
codebasics Beginner 1y ago
Tackling Threats to International Security | MA in IRSS | JGU
ML Fundamentals
Tackling Threats to International Security | MA in IRSS | JGU
Coursera Beginner 1y ago
THIS is Why Machine Learning Is Hard For you
ML Fundamentals
THIS is Why Machine Learning Is Hard For you
Infinite Codes Beginner 1y ago
The wellbeing of people and planet | Impact Finance Innovations Programme
ML Fundamentals โšก AI Lesson
The wellbeing of people and planet | Impact Finance Innovations Programme
Saรฏd Business School, University of Oxford Intermediate 1y ago
Maxis Transforms Employee Productivity and Customer Experience through Data and AI Upskilling
ML Fundamentals
Maxis Transforms Employee Productivity and Customer Experience through Data and AI Upskilling
Coursera Beginner 1y ago
Understanding Lab Dynamics and MLOps Challenges
ML Fundamentals
Understanding Lab Dynamics and MLOps Challenges
MLOps.community Beginner 1y ago
How Much Math Do You Need For Machine Learning?
ML Fundamentals โšก AI Lesson
How Much Math Do You Need For Machine Learning?
NeuralNine Beginner 1y ago
Best Practices for Effective Data Visualization In Machine Learning!
ML Fundamentals
Best Practices for Effective Data Visualization In Machine Learning!
AI For Beginners Beginner 1y ago
Over Architect your AI to make PDFs
ML Fundamentals โšก AI Lesson
Over Architect your AI to make PDFs
Databricks Beginner 1y ago
What is Computer Vision? | How does it work? | Watch to Know!
ML Fundamentals
What is Computer Vision? | How does it work? | Watch to Know!
GeeksforGeeks Beginner 1y ago
Stanford AA228V I Validation of Safety Critical Systems I Introduction & Overview
ML Fundamentals
Stanford AA228V I Validation of Safety Critical Systems I Introduction & Overview
Stanford Online Beginner 1y ago
Big Data Engineering Bootcamp with GCP & Azure Walkthrough & QnA
ML Fundamentals
Big Data Engineering Bootcamp with GCP & Azure Walkthrough & QnA
Krish Naik Beginner 1y ago
Introducing '๐“๐‡๐„ ๐„๐๐“๐‘๐ˆ ๐‚๐Ž๐ƒ๐„' Free Python Tutorials
ML Fundamentals
Introducing '๐“๐‡๐„ ๐„๐๐“๐‘๐ˆ ๐‚๐Ž๐ƒ๐„' Free Python Tutorials
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
Artificial Intelligence the hero or villain of software testing? | AI vs Testing | Entri Coding
ML Fundamentals
Artificial Intelligence the hero or villain of software testing? | AI vs Testing | Entri Coding
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
This Actual HUMANOID is run by JUST a 7B AI Model!!!
ML Fundamentals โšก AI Lesson
This Actual HUMANOID is run by JUST a 7B AI Model!!!
1littlecoder Beginner 1y ago
Python: The MUST-HAVE Skill for AI
ML Fundamentals
Python: The MUST-HAVE Skill for AI
AssemblyAI Intermediate 1y ago
The Lifecycle of Machine Learning Systems with Ryan Stevens (Ramp)
ML Fundamentals โšก AI Lesson
The Lifecycle of Machine Learning Systems with Ryan Stevens (Ramp)
Outerbounds Beginner 1y ago
Thien Tran - Low bit training
ML Fundamentals
Thien Tran - Low bit training
Cohere Advanced 1y ago
Celia Rubio Madrigal - Rewiring Graph Neural Networks: When Less is More and Structure Matters
ML Fundamentals โšก AI Lesson
Celia Rubio Madrigal - Rewiring Graph Neural Networks: When Less is More and Structure Matters
Cohere Advanced 1y ago
Real World Applications of Machine Learning. #shorts #data #machinelearning #datascientist
ML Fundamentals
Real World Applications of Machine Learning. #shorts #data #machinelearning #datascientist
codebasics Intermediate 1y ago
AI and Machine Learning Roadmap - For ANYONE!
ML Fundamentals
AI and Machine Learning Roadmap - For ANYONE!
Jean Lee Intermediate 1y ago
๐Ÿš€ Ultimate AI GPU Comparison Tool - Which GPU is Right for You? ๐Ÿ”
ML Fundamentals โšก AI Lesson
๐Ÿš€ Ultimate AI GPU Comparison Tool - Which GPU is Right for You? ๐Ÿ”
TheDataDaddi Advanced 1y ago
Doing salary negotiations the right way
ML Fundamentals
Doing salary negotiations the right way
Aladdin Persson Beginner 1y ago
Discover the Master of Data Science from the University of Pittsburgh 2.20.25.
ML Fundamentals
Discover the Master of Data Science from the University of Pittsburgh 2.20.25.
Coursera Beginner 1y ago
How to apply and get into a PhD
ML Fundamentals โšก AI Lesson
How to apply and get into a PhD
Aladdin Persson Beginner 1y ago
How Filters Detect Edges ๐Ÿง  - Deep Learning Beginner ๐Ÿ” - Topic 254 #ai #ml
ML Fundamentals โšก AI Lesson
How Filters Detect Edges ๐Ÿง  - Deep Learning Beginner ๐Ÿ” - Topic 254 #ai #ml
deeplizard Beginner 1y ago
How the IBM IT Support Skills Professional Certificate Benefits Every Professional
ML Fundamentals
How the IBM IT Support Skills Professional Certificate Benefits Every Professional
Coursera Beginner 1y ago
Databricks at NRF 2025
ML Fundamentals โšก AI Lesson
Databricks at NRF 2025
Databricks Intermediate 1y ago
Dimension Reduction with Max Pooling ๐Ÿ“ - Beginner Example ๐ŸŒŸ - Topic 253 #ai #ml
ML Fundamentals โšก AI Lesson
Dimension Reduction with Max Pooling ๐Ÿ“ - Beginner Example ๐ŸŒŸ - Topic 253 #ai #ml
deeplizard Beginner 1y ago
BEST CS INTERVIEW QUESTIONS FOR 2025 | HOW TO CRACK YOUR DREAM JOBS | ENTRI CODING
ML Fundamentals
BEST CS INTERVIEW QUESTIONS FOR 2025 | HOW TO CRACK YOUR DREAM JOBS | ENTRI CODING
Entri Coding เดฎเดฒเดฏเดพเดณเด‚ Beginner 1y ago
Alinta Energy powers its data future with Databricks Data Intelligence Platform
ML Fundamentals โšก AI Lesson
Alinta Energy powers its data future with Databricks Data Intelligence Platform
Databricks Beginner 1y ago
University of London's Shape Your Future with an Online Business Bachelor's Degree 2.18.25.
ML Fundamentals
University of London's Shape Your Future with an Online Business Bachelor's Degree 2.18.25.
Coursera Beginner 1y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
1 / 3 View all โ†’
Advanced Model Architectures & Language AI
๐Ÿ“š Coursera Course โ†—
Self-paced
Advanced Model Architectures & Language AI
Opens on Coursera โ†—
Introduction to Generative AI - Deutsch
๐Ÿ“š Coursera Course โ†—
Self-paced
Introduction to Generative AI - Deutsch
Opens on Coursera โ†—
Databricks Associate Developer: Apache Spark with Python
๐Ÿ“š Coursera Course โ†—
Self-paced
Databricks Associate Developer: Apache Spark with Python
Opens on Coursera โ†—
Deep Learning Frameworks and Neural Networks Simplified
๐Ÿ“š Coursera Course โ†—
Self-paced
Deep Learning Frameworks and Neural Networks Simplified
Opens on Coursera โ†—
Deploy A Microsoft Azure Speech To Text Web App
๐Ÿ“š Coursera Course โ†—
Self-paced
Deploy A Microsoft Azure Speech To Text Web App
Opens on Coursera โ†—
Prรฉsentation de l'IA et du machine learning sur Google Cloud
๐Ÿ“š Coursera Course โ†—
Self-paced
Prรฉsentation de l'IA et du machine learning sur Google Cloud
Opens on Coursera โ†—