Foundations

ML Fundamentals

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

11,258
lessons
Skills in this topic
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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
Cohere Labs Research Hangouts with Alejandro Salamanca and Kocmi Tom
ML Fundamentals โšก AI Lesson
Cohere Labs Research Hangouts with Alejandro Salamanca and Kocmi Tom
Cohere Beginner 6mo ago
The Truth About Tech Interviews Nobody Tells You
ML Fundamentals
The Truth About Tech Interviews Nobody Tells You
Jean Lee Beginner 6mo ago
Python Roadmap 2026 | Complete Python Programming Roadmap (Zero to Expert) ๐Ÿ
ML Fundamentals
Python Roadmap 2026 | Complete Python Programming Roadmap (Zero to Expert) ๐Ÿ
GeeksforGeeks Intermediate 6mo ago
Data + AI World Tour Paris 2025 | Inscrivez-vous !
ML Fundamentals โšก AI Lesson
Data + AI World Tour Paris 2025 | Inscrivez-vous !
Databricks Intermediate 6mo ago
NEURAL NETWORKS: Tools for Discovery
ML Fundamentals โšก AI Lesson
NEURAL NETWORKS: Tools for Discovery
Latent Space Intermediate 6mo ago
The Big Picture: AI, Machine Learning, and Neural Networks
ML Fundamentals
The Big Picture: AI, Machine Learning, and Neural Networks
TechWorld with Nana Beginner 6mo ago
The Best Paying AI Jobs In 2026
ML Fundamentals
The Best Paying AI Jobs In 2026
Jean Lee Beginner 6mo ago
Causation vs Correlation | The Most Confused Concept in Data Science
ML Fundamentals โšก AI Lesson
Causation vs Correlation | The Most Confused Concept in Data Science
AI For Beginners Beginner 6mo ago
What Is an Autoencoder? (Deep Learningโ€™s Secret Trick to Compress & Rebuild Data)
ML Fundamentals
What Is an Autoencoder? (Deep Learningโ€™s Secret Trick to Compress & Rebuild Data)
flowindata Beginner 6mo ago
Pinterest fuels ad monetization with privacy-enhanced ML in AWS Clean Rooms | Amazon Web Services
ML Fundamentals โšก AI Lesson
Pinterest fuels ad monetization with privacy-enhanced ML in AWS Clean Rooms | Amazon Web Services
Amazon Web Services Advanced 6mo ago
Career Change in Your 30s? Watch This! ๐Ÿš€
ML Fundamentals
Career Change in Your 30s? Watch This! ๐Ÿš€
Coursera Intermediate 6mo ago
The Anti-Knight Killer Sudoku - Numberphile
ML Fundamentals
The Anti-Knight Killer Sudoku - Numberphile
Numberphile Beginner 6mo ago
What Does an AI Ops Engineer Do? | Role, Responsibilities, and Skills #shorts #simplilearn
ML Fundamentals
What Does an AI Ops Engineer Do? | Role, Responsibilities, and Skills #shorts #simplilearn
Simplilearn Beginner 6mo ago
Class 27 Video: Feature Extraction and Machine Learning
ML Fundamentals โšก AI Lesson
Class 27 Video: Feature Extraction and Machine Learning
MIT OpenCourseWare Beginner 6mo ago
Class 28 Video: Feature Extraction and Machine Learning (II)
ML Fundamentals โšก AI Lesson
Class 28 Video: Feature Extraction and Machine Learning (II)
MIT OpenCourseWare Advanced 6mo ago
Python for Data Science #3: OOP, Inheritence, Polymorphism, Constructors
ML Fundamentals
Python for Data Science #3: OOP, Inheritence, Polymorphism, Constructors
Analytics Vidhya Beginner 6mo ago
Deploying Python on AWS
ML Fundamentals โšก AI Lesson
Deploying Python on AWS
DataCamp Intermediate 6mo ago
Dataflow Computing for AI Inference [Kunle Olukotun] - 751
ML Fundamentals โšก AI Lesson
Dataflow Computing for AI Inference [Kunle Olukotun] - 751
TWIML AI Podcast Advanced 6mo ago
Learn Machine Learning And Deep Learning The Easy Way #shorts #ml #ai #beginners #tutorial #coding
ML Fundamentals
Learn Machine Learning And Deep Learning The Easy Way #shorts #ml #ai #beginners #tutorial #coding
WebKnower Beginner 6mo ago
Driving Transformation at Navy Federal Credit Union | Data + AI Executive Series
ML Fundamentals โšก AI Lesson
Driving Transformation at Navy Federal Credit Union | Data + AI Executive Series
Databricks Beginner 6mo ago
Mimecastโ€™s AI solution helps mitigate human risk with AWS | Amazon Web Services
ML Fundamentals โšก AI Lesson
Mimecastโ€™s AI solution helps mitigate human risk with AWS | Amazon Web Services
Amazon Web Services Advanced 6mo ago
VGGNet  - Explained!
ML Fundamentals โšก AI Lesson
VGGNet - Explained!
CodeEmporium Advanced 6mo ago
The #1 Machine Learning Course for Complete Beginners | Start Your AI Journey
ML Fundamentals
The #1 Machine Learning Course for Complete Beginners | Start Your AI Journey
Coursera Beginner 6mo ago
What is LSTM? | LSTM Explained in Tamil | Deep Learning Tamil Tutorial for Beginners | Adi Explains
ML Fundamentals
What is LSTM? | LSTM Explained in Tamil | Deep Learning Tamil Tutorial for Beginners | Adi Explains
Adi Explains Beginner 6mo ago
Evan You โ€“ From Art School Kid to Open Source Legend [Podcast #192]
ML Fundamentals โšก AI Lesson
Evan You โ€“ From Art School Kid to Open Source Legend [Podcast #192]
freeCodeCamp.org Intermediate 6mo ago
What is Docker? ๐Ÿ”ฅ Explained in Tamil | Why Every Developer Needs It | Full Tutorial + Demo!
ML Fundamentals
What is Docker? ๐Ÿ”ฅ Explained in Tamil | Why Every Developer Needs It | Full Tutorial + Demo!
Arivi by HCL GUVI Beginner 6mo ago
Channeling my Inner Steve Irwin ๐Ÿค  Nature Break with Mandy & Swallowtail ๐Ÿ›
ML Fundamentals โšก AI Lesson
Channeling my Inner Steve Irwin ๐Ÿค  Nature Break with Mandy & Swallowtail ๐Ÿ›
deeplizard Beginner 6mo ago
Machine Learning Full Course 2026 | Machine Learning Tutorial | Machine Learning Roadmap | Edureka
10:49:57
ML Fundamentals โšก AI Lesson
Machine Learning Full Course 2026 | Machine Learning Tutorial | Machine Learning Roadmap | Edureka
edureka! Beginner 6mo ago
Network Layers Model (Networking Basics) - Computerphile
ML Fundamentals โšก AI Lesson
Network Layers Model (Networking Basics) - Computerphile
Computerphile Beginner 6mo ago
How AI Will Impact Jobs by 2026 | The Future of Jobs in AI #shorts #simplilearn
ML Fundamentals
How AI Will Impact Jobs by 2026 | The Future of Jobs in AI #shorts #simplilearn
Simplilearn Beginner 6mo ago
Tesla Stock Price Prediction using RNN | Deep Learning Project in Tamil | AI in Stock Market
ML Fundamentals
Tesla Stock Price Prediction using RNN | Deep Learning Project in Tamil | AI in Stock Market
Adi Explains Intermediate 6mo ago
Inception Net - Explained! (with code)
ML Fundamentals โšก AI Lesson
Inception Net - Explained! (with code)
CodeEmporium Advanced 6mo ago
Which tech skill are you choosing? Comment your pick! ๐Ÿ’ฌ  #TechTrends #learntocode
ML Fundamentals
Which tech skill are you choosing? Comment your pick! ๐Ÿ’ฌ #TechTrends #learntocode
CydexCode Beginner 6mo ago
ML Project Life Cycle in a Nutshell!
ML Fundamentals
ML Project Life Cycle in a Nutshell!
codebasics Beginner 6mo ago
Python for Data Science #2: Numbers, Strings and Functions
ML Fundamentals โšก AI Lesson
Python for Data Science #2: Numbers, Strings and Functions
Analytics Vidhya Beginner 6mo ago
I Used to Hate Typescript
ML Fundamentals โšก AI Lesson
I Used to Hate Typescript
Traversy Media Intermediate 6mo ago
Data Science as a Service | Kumo AI Full Walkthrough
ML Fundamentals โšก AI Lesson
Data Science as a Service | Kumo AI Full Walkthrough
James Briggs Beginner 6mo ago
The Secret of the Raffle Function (epic proof) - Numberphile
ML Fundamentals
The Secret of the Raffle Function (epic proof) - Numberphile
Numberphile Beginner 6mo ago
Became (AI Product Owner ๐Ÿ”ฅ) with 9 years of Non-IT Work Experience: how?
ML Fundamentals
Became (AI Product Owner ๐Ÿ”ฅ) with 9 years of Non-IT Work Experience: how?
AI Coach John (Tamil) Beginner 6mo ago
Video 29a: Feature Extraction and Machine Learning (III): Artificial Intelligence
ML Fundamentals
Video 29a: Feature Extraction and Machine Learning (III): Artificial Intelligence
MIT OpenCourseWare Beginner 6mo ago
Career Change at 40? Watch This First! ๐Ÿš€
ML Fundamentals
Career Change at 40? Watch This First! ๐Ÿš€
Coursera Beginner 6mo ago
Text Classification: Handling 1000+ Classes with Generative AI | Amazon Web Services
ML Fundamentals
Text Classification: Handling 1000+ Classes with Generative AI | Amazon Web Services
Amazon Web Services Advanced 6mo ago
3 Careers After Adobe's Creator Certificate ๐ŸŽจ
ML Fundamentals
3 Careers After Adobe's Creator Certificate ๐ŸŽจ
Coursera Intermediate 6mo ago
How Much Math Do You Need for AI?
ML Fundamentals
How Much Math Do You Need for AI?
Jean Lee Beginner 6mo ago
Support Vector Machine RBF | When Linear Kernels Fail, RBF Succeeds
ML Fundamentals
Support Vector Machine RBF | When Linear Kernels Fail, RBF Succeeds
Coursera Beginner 6mo ago
RNN in Tamil | Deep Learning in Tamil | Vanishing Gradient | Exploding Gradient | Adi Explains
ML Fundamentals
RNN in Tamil | Deep Learning in Tamil | Vanishing Gradient | Exploding Gradient | Adi Explains
Adi Explains Beginner 6mo ago
How to Learn The Math for Machine Learning and AI
ML Fundamentals
How to Learn The Math for Machine Learning and AI
Jean Lee Beginner 6mo ago
How Support Vectors Define Decision Boundaries
ML Fundamentals
How Support Vectors Define Decision Boundaries
Coursera Beginner 6mo ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Data Science Decisions in Time: Using Causal Information
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Self-paced
Data Science Decisions in Time: Using Causal Information
Opens on Coursera โ†—
Anรกlisis de documentos con servicios cognitivos de Azure
๐Ÿ“š Coursera Course โ†—
Self-paced
Anรกlisis de documentos con servicios cognitivos de Azure
Opens on Coursera โ†—
Start Neural Networks Advanced Model Architectures
๐Ÿ“š Coursera Course โ†—
Self-paced
Start Neural Networks Advanced Model Architectures
Opens on Coursera โ†—
Logistic Regression with R: Build & Predict
๐Ÿ“š Coursera Course โ†—
Self-paced
Logistic Regression with R: Build & Predict
Opens on Coursera โ†—
ML Concepts, Models & Workflow Essentials
๐Ÿ“š Coursera Course โ†—
Self-paced
ML Concepts, Models & Workflow Essentials
Opens on Coursera โ†—
The Finite Element Method for Problems in Physics
๐Ÿ“š Coursera Course โ†—
Self-paced
The Finite Element Method for Problems in Physics
Opens on Coursera โ†—