Foundations

ML Fundamentals

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

12,011
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
DataHack Summit 2024 | The Experience | Types of Session
ML Fundamentals ⚡ AI Lesson
DataHack Summit 2024 | The Experience | Types of Session
Analytics Vidhya Intermediate 1y ago
Data Analyst/Data Science vs Data Engineer!
ML Fundamentals ⚡ AI Lesson
Data Analyst/Data Science vs Data Engineer!
codebasics Intermediate 1y ago
Human x Machine: From Models to Products
ML Fundamentals
Human x Machine: From Models to Products
Weights & Biases Intermediate 1y ago
Machine Learning Fails: Are You Making These Mistakes?
ML Fundamentals
Machine Learning Fails: Are You Making These Mistakes?
Data Science Dojo Intermediate 1y ago
How to run PyTorch, TensorFlow, and JAX on your Mac (Apple Silicon)
ML Fundamentals
How to run PyTorch, TensorFlow, and JAX on your Mac (Apple Silicon)
Underfitted Intermediate 1y ago
In the vector space of all advice...
ML Fundamentals
In the vector space of all advice...
3Blue1Brown Intermediate 1y ago
Cohere for AI - Roads to Research: A Panel Conversation on Research Question Ideation
ML Fundamentals ⚡ AI Lesson
Cohere for AI - Roads to Research: A Panel Conversation on Research Question Ideation
Cohere Intermediate 1y ago
#208 Monetizing Data & AI | Vin Vashishta from V Squared, & Tiffany Perkins-Munn from JPMC
ML Fundamentals ⚡ AI Lesson
#208 Monetizing Data & AI | Vin Vashishta from V Squared, & Tiffany Perkins-Munn from JPMC
DataCamp Intermediate 1y ago
Making Money with Data Products | Vin Vashishta from V Squared, & Tiffany Perkins-Munn from JPMC
ML Fundamentals ⚡ AI Lesson
Making Money with Data Products | Vin Vashishta from V Squared, & Tiffany Perkins-Munn from JPMC
DataCamp Intermediate 1y ago
AI Quality in Mo's Eyes // Mohamed Elgendy // MLOps Podcast #229 clip
ML Fundamentals
AI Quality in Mo's Eyes // Mohamed Elgendy // MLOps Podcast #229 clip
MLOps.community Intermediate 2y ago
5 Highest Paying Job Profile in Data Science
ML Fundamentals
5 Highest Paying Job Profile in Data Science
Analytics Vidhya Intermediate 2y ago
What is AI Quality? // Mohamed Elgendy // MLOps Podcast #229
ML Fundamentals ⚡ AI Lesson
What is AI Quality? // Mohamed Elgendy // MLOps Podcast #229
MLOps.community Intermediate 2y ago
If I Marry "Data Science & AI" As A Profession...
ML Fundamentals
If I Marry "Data Science & AI" As A Profession...
codebasics Intermediate 2y ago
Stanford EE274: Data Compression I 2023 I Lecture 8 - Beyond IID distributions: Conditional entropy
ML Fundamentals
Stanford EE274: Data Compression I 2023 I Lecture 8 - Beyond IID distributions: Conditional entropy
Stanford Online Intermediate 2y ago
Stanford EE274: Data Compression I 2023 I Lecture 6 - Arithmetic Coding
ML Fundamentals
Stanford EE274: Data Compression I 2023 I Lecture 6 - Arithmetic Coding
Stanford Online Intermediate 2y ago
Navigating Power Apps & Automate with Copilot's Guidance | #CopilotChronicles
ML Fundamentals
Navigating Power Apps & Automate with Copilot's Guidance | #CopilotChronicles
Microsoft 365 Developer Intermediate 2y ago
Revving Up Sales: How Carsales Boosts Profits with Metaflow
ML Fundamentals ⚡ AI Lesson
Revving Up Sales: How Carsales Boosts Profits with Metaflow
Outerbounds Intermediate 2y ago
When Higher Volatility is Better in the Stock Market : Call Options
ML Fundamentals ⚡ AI Lesson
When Higher Volatility is Better in the Stock Market : Call Options
ritvikmath Intermediate 2y ago
Your New 8 GPU AI Daily Driver Rig: Supermicro SuperServer 4028GR-TRT
ML Fundamentals
Your New 8 GPU AI Daily Driver Rig: Supermicro SuperServer 4028GR-TRT
TheDataDaddi Intermediate 2y ago
Mastering Streamlit in 2024: Creating Interactive Applications with Input Widgets (02)
ML Fundamentals
Mastering Streamlit in 2024: Creating Interactive Applications with Input Widgets (02)
Python Tutorials for Digital Humanities Intermediate 2y ago
Oxford Saïd Elumni Community
ML Fundamentals
Oxford Saïd Elumni Community
Saïd Business School, University of Oxford Intermediate 2y ago
Strategic Subset Selection in Satellite Imagery: Machine Vision Insights
ML Fundamentals
Strategic Subset Selection in Satellite Imagery: Machine Vision Insights
Microsoft Research Intermediate 2y ago
Advance your career in Data Science with the University of Leeds
ML Fundamentals
Advance your career in Data Science with the University of Leeds
Coursera Intermediate 2y ago
I Day Traded $1000 with the Hidden Markov Model
ML Fundamentals
I Day Traded $1000 with the Hidden Markov Model
ritvikmath Intermediate 2y ago
Oxford MSc Financial Economics (MFE) careers day in London
ML Fundamentals ⚡ AI Lesson
Oxford MSc Financial Economics (MFE) careers day in London
Saïd Business School, University of Oxford Intermediate 2y ago
Master of Science in Software Engineering Program Information Session | March 12 , 2024
ML Fundamentals
Master of Science in Software Engineering Program Information Session | March 12 , 2024
Coursera Intermediate 2y ago
Building a RAG application from scratch using Python, LangChain, and the OpenAI API
ML Fundamentals
Building a RAG application from scratch using Python, LangChain, and the OpenAI API
Underfitted Intermediate 2y ago
Getting Back on Grid
ML Fundamentals ⚡ AI Lesson
Getting Back on Grid
Sentdex Intermediate 2y ago
Astribot S1: Hello World! 🌎
ML Fundamentals
Astribot S1: Hello World! 🌎
Analytics Vidhya Intermediate 2y ago
7 Data Science Resume Projects
ML Fundamentals
7 Data Science Resume Projects
Analytics Vidhya Intermediate 2y ago
Deep Learning on Rails with PyTorch Lightning | Step by Step PyTorch
ML Fundamentals ⚡ AI Lesson
Deep Learning on Rails with PyTorch Lightning | Step by Step PyTorch
DataCamp Intermediate 2y ago
The State of Production Machine Learning in 2024 // Alejandro Saucedo // AI in Production
ML Fundamentals ⚡ AI Lesson
The State of Production Machine Learning in 2024 // Alejandro Saucedo // AI in Production
MLOps.community Intermediate 2y ago
Don't get attached to a programming language!
ML Fundamentals ⚡ AI Lesson
Don't get attached to a programming language!
codebasics Intermediate 2y ago
Don't put toy dataset projects on your resume!
ML Fundamentals
Don't put toy dataset projects on your resume!
codebasics Intermediate 2y ago
Oxford MBA virtual information session
ML Fundamentals
Oxford MBA virtual information session
Saïd Business School, University of Oxford Intermediate 2y ago
Managing Machine Learning Models with MLflow | How to Use MLflow
ML Fundamentals ⚡ AI Lesson
Managing Machine Learning Models with MLflow | How to Use MLflow
DataCamp Intermediate 2y ago
Resume Project Challenge 10!
ML Fundamentals
Resume Project Challenge 10!
codebasics Intermediate 2y ago
The Good, Bad, and Ugly aspects of a Data Analyst Career!
ML Fundamentals
The Good, Bad, and Ugly aspects of a Data Analyst Career!
codebasics Intermediate 2y ago
BSc Business Administration: Submitting a complete application and registering for the degree
ML Fundamentals
BSc Business Administration: Submitting a complete application and registering for the degree
Coursera Intermediate 2y ago
Top 10 Deep Learning Interview Questions and Answers - Part2
ML Fundamentals
Top 10 Deep Learning Interview Questions and Answers - Part2
Analytics Vidhya Intermediate 2y ago
Oxford Saïd's Director of Career Development Joy Bussell's tips on resilience in your career journey
ML Fundamentals ⚡ AI Lesson
Oxford Saïd's Director of Career Development Joy Bussell's tips on resilience in your career journey
Saïd Business School, University of Oxford Intermediate 2y ago
Day in the life of a Social Finance participant
ML Fundamentals ⚡ AI Lesson
Day in the life of a Social Finance participant
Saïd Business School, University of Oxford Intermediate 2y ago
Oxford Saïd's Director of Career Development Joy Bussell busts the myths of networking
ML Fundamentals
Oxford Saïd's Director of Career Development Joy Bussell busts the myths of networking
Saïd Business School, University of Oxford Intermediate 2y ago
How to build domain knowledge?
ML Fundamentals
How to build domain knowledge?
codebasics Intermediate 2y ago
Super Bowl Prediction by a Data Scientist
ML Fundamentals
Super Bowl Prediction by a Data Scientist
ritvikmath Intermediate 2y ago
How to Win DataCamp Competitions | Tips From Previous Winners
ML Fundamentals ⚡ AI Lesson
How to Win DataCamp Competitions | Tips From Previous Winners
DataCamp Intermediate 2y ago
Skipping your bachelor’s degree and diving straight into a master’s degree
ML Fundamentals
Skipping your bachelor’s degree and diving straight into a master’s degree
Coursera Intermediate 2y ago
📣No test scores, transcripts, or applications.
ML Fundamentals
📣No test scores, transcripts, or applications.
Coursera Intermediate 2y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Advanced Python: Data Science, Testing, and Distribution
📚 Coursera Course ↗
Self-paced
Advanced Python: Data Science, Testing, and Distribution
Opens on Coursera ↗
Geometry and Calculus for Computing
📚 Coursera Course ↗
Self-paced
Geometry and Calculus for Computing
Opens on Coursera ↗
Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Português Brasileiro
📚 Coursera Course ↗
Self-paced
Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Português Brasileiro
Opens on Coursera ↗
Reinforcement Learning
📚 Coursera Course ↗
Self-paced
Reinforcement Learning
Opens on Coursera ↗
KALKÜLÜS III: UYGULAMALAR / CALCULUS III: APPLICATIONS
📚 Coursera Course ↗
Self-paced
KALKÜLÜS III: UYGULAMALAR / CALCULUS III: APPLICATIONS
Opens on Coursera ↗
Databricks Machine Learning Quickstart
📚 Coursera Course ↗
Self-paced
Databricks Machine Learning Quickstart
Opens on Coursera ↗