Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

11,973
lessons
Skills in this topic
View full skill map →
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
#spark  is over engineering it
ML Fundamentals
#spark is over engineering it
MLOps.community Intermediate 10mo ago
unreliable #spark
ML Fundamentals
unreliable #spark
MLOps.community Intermediate 10mo ago
Data is Your Differentiator: Building Secure and Tailored AI Systems — Mani Khanuja, AWS
ML Fundamentals
Data is Your Differentiator: Building Secure and Tailored AI Systems — Mani Khanuja, AWS
AI Engineer Intermediate 10mo ago
CI in the Era of AI: From Unit Tests to Stochastic Evals — Nathan Sobo, Zed
ML Fundamentals ⚡ AI Lesson
CI in the Era of AI: From Unit Tests to Stochastic Evals — Nathan Sobo, Zed
AI Engineer Intermediate 10mo ago
A social impact story | Official Trailer | Impact Investing
ML Fundamentals
A social impact story | Official Trailer | Impact Investing
Saïd Business School, University of Oxford Intermediate 10mo ago
Pacers Sports and Entertainment and Databricks | Data + AI Summit
ML Fundamentals ⚡ AI Lesson
Pacers Sports and Entertainment and Databricks | Data + AI Summit
Databricks Intermediate 10mo ago
Webinar | The meritocracy fallacy - Why investing in women and their art matters
ML Fundamentals
Webinar | The meritocracy fallacy - Why investing in women and their art matters
Saïd Business School, University of Oxford Intermediate 10mo ago
Why developer happiness matters at GitHub
ML Fundamentals
Why developer happiness matters at GitHub
Weights & Biases Intermediate 11mo ago
The future of autonomous networks for telecom operators
ML Fundamentals
The future of autonomous networks for telecom operators
Google Cloud Intermediate 11mo ago
The #1 skill future developers need
ML Fundamentals
The #1 skill future developers need
Weights & Biases Intermediate 11mo ago
How to turn your data into a knowledge graph in 5 lines of code
ML Fundamentals ⚡ AI Lesson
How to turn your data into a knowledge graph in 5 lines of code
Simon Willison (underfitted) Intermediate 11mo ago
Databricks Clean Rooms: GCP, Multi-Party Collaboration & Self-run of Notebooks
ML Fundamentals ⚡ AI Lesson
Databricks Clean Rooms: GCP, Multi-Party Collaboration & Self-run of Notebooks
Databricks Intermediate 11mo ago
Everything you need to know about MCP - A complete walkthrough of the protocol
ML Fundamentals ⚡ AI Lesson
Everything you need to know about MCP - A complete walkthrough of the protocol
Simon Willison (underfitted) Intermediate 11mo ago
Building and Evaluating Models: Linear Regression, Decision Trees, and Validation
ML Fundamentals
Building and Evaluating Models: Linear Regression, Decision Trees, and Validation
GeeksforGeeks Intermediate 11mo ago
Turing winner David Patterson: how to give AI a bad carbon footprint
ML Fundamentals
Turing winner David Patterson: how to give AI a bad carbon footprint
Google for Developers Intermediate 11mo ago
The Atlas of AI Representations
ML Fundamentals
The Atlas of AI Representations
Latent Space Intermediate 11mo ago
What's new in the Gemmaverse
ML Fundamentals
What's new in the Gemmaverse
Google for Developers Intermediate 11mo ago
5 Jobs in High Demand: How to Find the Right One for You
ML Fundamentals
5 Jobs in High Demand: How to Find the Right One for You
Coursera Intermediate 12mo ago
Unitree G1 - Moving the arms/hands - Dev w/ G1 Humanoid P.3
ML Fundamentals ⚡ AI Lesson
Unitree G1 - Moving the arms/hands - Dev w/ G1 Humanoid P.3
Sentdex Intermediate 1y ago
Why Ignoring AI Could Ruin Your Business in 5 Years! #aiforbusiness #ai #aicompliance #aishorts
ML Fundamentals
Why Ignoring AI Could Ruin Your Business in 5 Years! #aiforbusiness #ai #aicompliance #aishorts
Data Science Dojo Intermediate 1y ago
Resume Project Challenge 15 #ipl2025 #data #dataanalyst #shorts
ML Fundamentals
Resume Project Challenge 15 #ipl2025 #data #dataanalyst #shorts
codebasics Intermediate 1y ago
Advancing Fusion with ML/AI
ML Fundamentals ⚡ AI Lesson
Advancing Fusion with ML/AI
Microsoft Research Intermediate 1y ago
Brainf*ck PURE MADNESS. #programming #coding #python #code
ML Fundamentals
Brainf*ck PURE MADNESS. #programming #coding #python #code
MikixIT Intermediate 1y ago
End to End Data Provenance and Compliance for GenAI Pipelines #ai #datacompliance #genai
ML Fundamentals ⚡ AI Lesson
End to End Data Provenance and Compliance for GenAI Pipelines #ai #datacompliance #genai
Data Science Dojo Intermediate 1y ago
Brainfuck was created in 1993… WHY? #programming #coding #python #code
ML Fundamentals
Brainfuck was created in 1993… WHY? #programming #coding #python #code
MikixIT Intermediate 1y ago
Why Finance is crucial to cancer drug development
ML Fundamentals
Why Finance is crucial to cancer drug development
MIT OpenCourseWare Intermediate 1y ago
Finance for public good
ML Fundamentals
Finance for public good
MIT OpenCourseWare Intermediate 1y ago
Contextual Bandits : Data Science Concepts
ML Fundamentals ⚡ AI Lesson
Contextual Bandits : Data Science Concepts
ritvikmath Intermediate 1y ago
Practical Applications of AI & Machine Learning #ai #machinelearning #data #shorts #aiengineer
ML Fundamentals ⚡ AI Lesson
Practical Applications of AI & Machine Learning #ai #machinelearning #data #shorts #aiengineer
codebasics Intermediate 1y ago
Shining light on the learning brain: Estimating mental workload in a simulated flight task using opt
ML Fundamentals
Shining light on the learning brain: Estimating mental workload in a simulated flight task using opt
Microsoft Research Intermediate 1y ago
How to query data using Spice, OpenAI and MCP
ML Fundamentals ⚡ AI Lesson
How to query data using Spice, OpenAI and MCP
Underfitted Intermediate 1y ago
📸 Pixverse AI: Turn Any Image into a Cinematic Video in Seconds!
ML Fundamentals ⚡ AI Lesson
📸 Pixverse AI: Turn Any Image into a Cinematic Video in Seconds!
Analytics Vidhya Intermediate 1y ago
Train Self-Supervised Models with LightlyTrain + DINOv2
ML Fundamentals ⚡ AI Lesson
Train Self-Supervised Models with LightlyTrain + DINOv2
Aladdin Persson Intermediate 1y ago
Wells Fargo’s AI Just Handled 245M Interactions — No Humans Involved!
ML Fundamentals
Wells Fargo’s AI Just Handled 245M Interactions — No Humans Involved!
Analytics Vidhya Intermediate 1y ago
How to prepare for the future of development and AI
ML Fundamentals ⚡ AI Lesson
How to prepare for the future of development and AI
Underfitted Intermediate 1y ago
Tools Shouldn't Feel Like a Puzzle
ML Fundamentals
Tools Shouldn't Feel Like a Puzzle
MLOps.community Intermediate 10mo ago
MLOps Community Events are a Vibe
ML Fundamentals
MLOps Community Events are a Vibe
MLOps.community Intermediate 11mo ago
Office Hours on DuckDB - AWSGlue - Iceberg
ML Fundamentals
Office Hours on DuckDB - AWSGlue - Iceberg
MLOps.community Intermediate 11mo ago
Webinar event:  Executiveve MBA: career impact
ML Fundamentals
Webinar event: Executiveve MBA: career impact
Saïd Business School, University of Oxford Intermediate 11mo ago
Oxford Africa Business Forum: Development Finance - A Double Edged-Sword?
ML Fundamentals
Oxford Africa Business Forum: Development Finance - A Double Edged-Sword?
Saïd Business School, University of Oxford Intermediate 12mo ago
How to create a Dev Container for your project in Visual Studio Code
ML Fundamentals ⚡ AI Lesson
How to create a Dev Container for your project in Visual Studio Code
Simon Willison (underfitted) Intermediate 1y ago
Webinar: How great influencers drive change | High Performance Leadership Programme
ML Fundamentals
Webinar: How great influencers drive change | High Performance Leadership Programme
Saïd Business School, University of Oxford Intermediate 1y ago
Tracking elephants with AI!
ML Fundamentals
Tracking elephants with AI!
MLOps.community Intermediate 1y ago
Rivian Accelerates Electric Vehicle Innovation with the Databricks Data Intelligence Platform
ML Fundamentals ⚡ AI Lesson
Rivian Accelerates Electric Vehicle Innovation with the Databricks Data Intelligence Platform
Databricks Intermediate 1y ago
Blink and You'll Miss It: Tech's Next Big Leap
ML Fundamentals
Blink and You'll Miss It: Tech's Next Big Leap
MLOps.community Intermediate 1y ago
Databricks Streaming Table Sharing
ML Fundamentals ⚡ AI Lesson
Databricks Streaming Table Sharing
Databricks Intermediate 1y ago
Databricks Materialized View Sharing
ML Fundamentals ⚡ AI Lesson
Databricks Materialized View Sharing
Databricks Intermediate 1y ago
Optimizing AI Infrastructure
ML Fundamentals
Optimizing AI Infrastructure
MLOps.community Intermediate 1y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Introduction to Machine Learning
📚 Coursera Course ↗
Self-paced
Introduction to Machine Learning
Opens on Coursera ↗
Learning GDScript by Developing a Game with Godot 4
📚 Coursera Course ↗
Self-paced
Learning GDScript by Developing a Game with Godot 4
Opens on Coursera ↗
Maximizing the Generative AI Value
📚 Coursera Course ↗
Self-paced
Maximizing the Generative AI Value
Opens on Coursera ↗
Graphs and Networks
📚 Coursera Course ↗
Self-paced
Graphs and Networks
Opens on Coursera ↗
Machine Learning for Medical Data
📚 Coursera Course ↗
Self-paced
Machine Learning for Medical Data
Opens on Coursera ↗
Google Cloud Product Fundamentals em Português Brasileiro
📚 Coursera Course ↗
Self-paced
Google Cloud Product Fundamentals em Português Brasileiro
Opens on Coursera ↗