Foundations

ML Fundamentals

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

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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
What I eat in a day as a machine learning engineer
ML Fundamentals
What I eat in a day as a machine learning engineer
Daniel Bourke Beginner 4mo ago
Stock Price Prediction using LSTM | Deep Learning Project in Tamil | Python Tutorial
ML Fundamentals
Stock Price Prediction using LSTM | Deep Learning Project in Tamil | Python Tutorial
Adi Explains Intermediate 4mo ago
Free AI & ML Workshop! Start Your Tech Career Today ๐Ÿš€
ML Fundamentals
Free AI & ML Workshop! Start Your Tech Career Today ๐Ÿš€
Arivi by HCL GUVI Beginner 4mo ago
End-to-end drivingโ€‹ with safety guardrails - Zenseact @ FC London '25
ML Fundamentals
End-to-end drivingโ€‹ with safety guardrails - Zenseact @ FC London '25
Weights & Biases Beginner 4mo ago
Stanford CS224R Deep Reinforcement Learning | Spring 2025 | Lecture 17: Advancing Robot Intelligence
ML Fundamentals โšก AI Lesson
Stanford CS224R Deep Reinforcement Learning | Spring 2025 | Lecture 17: Advancing Robot Intelligence
Stanford Online Beginner 4mo ago
Machine Learning Full Course In 10 Hrs | Machine Learning Full Course For Beginners | Simplilearn
ML Fundamentals
Machine Learning Full Course In 10 Hrs | Machine Learning Full Course For Beginners | Simplilearn
Simplilearn Advanced 4mo ago
Feature Pyramid Networks - Explained!
ML Fundamentals โšก AI Lesson
Feature Pyramid Networks - Explained!
CodeEmporium Advanced 4mo ago
Pyversity with Thomas van Dongen - Weaviate Podcast #132!
ML Fundamentals โšก AI Lesson
Pyversity with Thomas van Dongen - Weaviate Podcast #132!
Weaviate vector database Beginner 4mo ago
How to Govern Federated Data in Unity Catalog
ML Fundamentals โšก AI Lesson
How to Govern Federated Data in Unity Catalog
Databricks Intermediate 4mo ago
What is Keras?
ML Fundamentals โšก AI Lesson
What is Keras?
Guru99 Beginner 4mo ago
Smart Way to Use AI in Your Application ๐Ÿ’ก
ML Fundamentals
Smart Way to Use AI in Your Application ๐Ÿ’ก
Coursera Intermediate 4mo ago
Two Pointers: The Trick Every Dev Should Know#dsa #codinginterview #programming
ML Fundamentals
Two Pointers: The Trick Every Dev Should Know#dsa #codinginterview #programming
FullStackDev Beginner 4mo ago
This Structure Screams 'AI Wrote Me!' โš ๏ธ
ML Fundamentals
This Structure Screams 'AI Wrote Me!' โš ๏ธ
Coursera Beginner 4mo ago
AI Dev 25 x NYC | Robert Crowe: JAX Made Simple: An Intuitive Guide to Building Fast Neural Networks
ML Fundamentals โšก AI Lesson
AI Dev 25 x NYC | Robert Crowe: JAX Made Simple: An Intuitive Guide to Building Fast Neural Networks
DeepLearningAI Beginner 4mo ago
How to Teach Databricks Genie Your Business Language
ML Fundamentals โšก AI Lesson
How to Teach Databricks Genie Your Business Language
Databricks Intermediate 4mo ago
Store Sales Prediction in Python - Time Series Machine Learning Project
ML Fundamentals โšก AI Lesson
Store Sales Prediction in Python - Time Series Machine Learning Project
NeuralNine Beginner 4mo ago
Machine Learning in Production, now available at DeepLearning.AI
ML Fundamentals
Machine Learning in Production, now available at DeepLearning.AI
DeepLearningAI Intermediate 4mo ago
Gaurav Gaonkar - From Academia Research to Applied ML Lessons from Academia & Industry
ML Fundamentals โšก AI Lesson
Gaurav Gaonkar - From Academia Research to Applied ML Lessons from Academia & Industry
Cohere Intermediate 4mo ago
What is Linux? ๐Ÿง
ML Fundamentals
What is Linux? ๐Ÿง
Guru99 Beginner 4mo ago
NumPy & JAX NumPy (Part 2)
ML Fundamentals
NumPy & JAX NumPy (Part 2)
Google for Developers Beginner 4mo ago
NumPy & JAX NumPy (Part 1)
ML Fundamentals
NumPy & JAX NumPy (Part 1)
Google for Developers Beginner 4mo ago
What inspired NVIDIA to make Nemotron open source for everyone?
ML Fundamentals
What inspired NVIDIA to make Nemotron open source for everyone?
NVIDIA Developer Beginner 4mo ago
Stanford CS193p: iOS Development with SwiftUI | 2025 | L9: Protocols
ML Fundamentals
Stanford CS193p: iOS Development with SwiftUI | 2025 | L9: Protocols
Stanford Online Intermediate 4mo ago
Lecture 4: Linear Algebra (cont.); Probability Theory
ML Fundamentals โšก AI Lesson
Lecture 4: Linear Algebra (cont.); Probability Theory
MIT OpenCourseWare Beginner 4mo ago
Lecture 23: Introduction to Machine Learning
ML Fundamentals
Lecture 23: Introduction to Machine Learning
MIT OpenCourseWare Beginner 4mo ago
Oxford Advanced Management and Leadership Programme Video 2026
ML Fundamentals
Oxford Advanced Management and Leadership Programme Video 2026
Saรฏd Business School, University of Oxford Advanced 4mo ago
Open-Source AI 101: Enabling American Innovation | NVIDIA GTC D.C.
ML Fundamentals
Open-Source AI 101: Enabling American Innovation | NVIDIA GTC D.C.
NVIDIA Developer Beginner 4mo ago
From Coding to AI Coding
ML Fundamentals
From Coding to AI Coding
No Priors: AI, Machine Learning, Tech, & Startups Beginner 4mo ago
Ideas: Community building, machine learning, and the future of AI
ML Fundamentals
Ideas: Community building, machine learning, and the future of AI
Microsoft Research Intermediate 4mo ago
Polyominoes on Chessboards - Numberphile
ML Fundamentals
Polyominoes on Chessboards - Numberphile
Numberphile Beginner 4mo ago
Why JAX and Flax NNX?
ML Fundamentals
Why JAX and Flax NNX?
Google for Developers Advanced 4mo ago
Introducing Flax NNX (Part 3)
ML Fundamentals
Introducing Flax NNX (Part 3)
Google for Developers Beginner 4mo ago
Introducing Flax NNX (Part 1)
ML Fundamentals
Introducing Flax NNX (Part 1)
Google for Developers Beginner 4mo ago
JAX AI Stack: Summary & Conclusion
ML Fundamentals
JAX AI Stack: Summary & Conclusion
Google for Developers Beginner 4mo ago
Optimizing Flax NNX Models with Optax (Part 1)
ML Fundamentals
Optimizing Flax NNX Models with Optax (Part 1)
Google for Developers Advanced 4mo ago
AI Buzzwords That Kill Your Cover Letter ๐Ÿšซ
ML Fundamentals
AI Buzzwords That Kill Your Cover Letter ๐Ÿšซ
Coursera Beginner 4mo ago
Stanford CS193p: iOS Development with SwiftUI | 2025 | L8: Animation Demonstration
ML Fundamentals โšก AI Lesson
Stanford CS193p: iOS Development with SwiftUI | 2025 | L8: Animation Demonstration
Stanford Online Intermediate 4mo ago
Stanford CS193p: iOS Development with SwiftUI | 2025 | L7: Animation
ML Fundamentals
Stanford CS193p: iOS Development with SwiftUI | 2025 | L7: Animation
Stanford Online Intermediate 4mo ago
Your Career Motivation
ML Fundamentals
Your Career Motivation
Coursera Beginner 4mo ago
Lecture 1, Part I: Introduction of the Class
ML Fundamentals โšก AI Lesson
Lecture 1, Part I: Introduction of the Class
MIT OpenCourseWare Beginner 4mo ago
Lecture 2: Linear Algebra
ML Fundamentals โšก AI Lesson
Lecture 2: Linear Algebra
MIT OpenCourseWare Advanced 4mo ago
Lecture 24: Stochastic Calculus
ML Fundamentals โšก AI Lesson
Lecture 24: Stochastic Calculus
MIT OpenCourseWare Beginner 4mo ago
Lecture 25: Stochastic Calculus (cont.); Stochastic Differential Equations
ML Fundamentals โšก AI Lesson
Lecture 25: Stochastic Calculus (cont.); Stochastic Differential Equations
MIT OpenCourseWare Advanced 4mo ago
GPA on a Resume: What Employers Really Think
ML Fundamentals
GPA on a Resume: What Employers Really Think
Coursera Beginner 4mo ago
Unity Catalog: Setting up Catalogs and Workspace Binding
ML Fundamentals โšก AI Lesson
Unity Catalog: Setting up Catalogs and Workspace Binding
Databricks Intermediate 4mo ago
Deploy an Azure Databricks Workspace
ML Fundamentals โšก AI Lesson
Deploy an Azure Databricks Workspace
Databricks Beginner 4mo ago
5 AI Cover Letter Red Flags Recruiters Spot Fast
ML Fundamentals
5 AI Cover Letter Red Flags Recruiters Spot Fast
Coursera Beginner 4mo ago
Unity Catalog: Setting up Catalogs and Workspace Binding
ML Fundamentals โšก AI Lesson
Unity Catalog: Setting up Catalogs and Workspace Binding
Databricks Intermediate 4mo ago
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