Foundations

ML Fundamentals

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

8624
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
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 11 - Benchmarking by Yann Dubois
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 11 - Benchmarking by Yann Dubois
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 6 - Sequence to Sequence Models
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 6 - Sequence to Sequence Models
Stanford Online Beginner 1y ago
Our Live Free AI Crash Course For AI Community
ML Fundamentals
Our Live Free AI Crash Course For AI Community
Krish Naik Beginner 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
Mutli layer perceptron - Explained!
CodeEmporium Beginner 1y ago
Identifying Image Edges with Filters ๐Ÿ”Ž - Convolution Results Explained ๐Ÿ“Š - Topic 256 #ai #ml
ML Fundamentals
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
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
Junior vs Senior vs Staff vs Principalย Dataย Scientist
Aladdin Persson Beginner 1y ago
Linear Algebra for Machine Learning
ML Fundamentals
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
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
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
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
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
How Much Math Do You Need For Machine Learning?
NeuralNine Beginner 1y ago
Fulfilling Life #shorts #codebasics #life #purpose #data
ML Fundamentals
Fulfilling Life #shorts #codebasics #life #purpose #data
codebasics 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
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
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
This Actual HUMANOID is run by JUST a 7B AI Model!!!
1littlecoder Beginner 1y ago
The Lifecycle of Machine Learning Systems with Ryan Stevens (Ramp)
ML Fundamentals
The Lifecycle of Machine Learning Systems with Ryan Stevens (Ramp)
Outerbounds Beginner 1y ago
Innovation or Extinction? | Healthcare Leadership Programme
ML Fundamentals
Innovation or Extinction? | Healthcare Leadership Programme
Saรฏd Business School, University of Oxford Beginner 1y ago
Alinta Energy powers its data future with Databricks Data Intelligence Platform
ML Fundamentals
Alinta Energy powers its data future with Databricks Data Intelligence Platform
Databricks Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 5 - Recurrent Neural Networks
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 5 - Recurrent Neural Networks
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 4 - Dependency Parsing
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 4 - Dependency Parsing
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 3 - Backpropagation, Neural Network
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 3 - Backpropagation, Neural Network
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 2 - Word Vectors and Language Models
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 2 - Word Vectors and Language Models
Stanford Online Beginner 1y ago
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 1 - Intro and Word Vectors
ML Fundamentals
Stanford CS224N: NLP with Deep Learning | Spring 2024 | Lecture 1 - Intro and Word Vectors
Stanford Online Beginner 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
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
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
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
Dimension Reduction with Max Pooling ๐Ÿ“ - Beginner Example ๐ŸŒŸ - Topic 253 #ai #ml
ML Fundamentals
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
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†’
AWS Certified AI Practitioner (AIF-C01)
๐Ÿ“š Coursera Course โ†—
Self-paced
AWS Certified AI Practitioner (AIF-C01)
Opens on Coursera โ†—
Model Training & Evaluation
๐Ÿ“š Coursera Course โ†—
Self-paced
Model Training & Evaluation
Opens on Coursera โ†—
Create Image Captioning Models - Bahasa Indonesia
๐Ÿ“š Coursera Course โ†—
Self-paced
Create Image Captioning Models - Bahasa Indonesia
Opens on Coursera โ†—
Unsupervised Learning and Its Applications in Marketing
๐Ÿ“š Coursera Course โ†—
Self-paced
Unsupervised Learning and Its Applications in Marketing
Opens on Coursera โ†—
Linear Algebra for ML and Analytics Training
๐Ÿ“š Coursera Course โ†—
Self-paced
Linear Algebra for ML and Analytics Training
Opens on Coursera โ†—
Training, Evaluating, and Monitoring Machine Learning Models
๐Ÿ“š Coursera Course โ†—
Self-paced
Training, Evaluating, and Monitoring Machine Learning Models
Opens on Coursera โ†—