Foundations

ML Fundamentals

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

13180
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
Statistical Learning: 8.Py Tree-Based Methods I 2023
ML Fundamentals
Statistical Learning: 8.Py Tree-Based Methods I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 11.Py Cox Model: Publication Data I 2023
ML Fundamentals
Statistical Learning: 11.Py Cox Model: Publication Data I 2023
Stanford Online Beginner 2y ago
Traditional time series models vs machine learning   part 1 #machinelearning  #deeplearning
ML Fundamentals
Traditional time series models vs machine learning part 1 #machinelearning #deeplearning
CodeEmporium Beginner 2y ago
AI Forum 2023 | AI for Neurodiverse Society
ML Fundamentals
AI Forum 2023 | AI for Neurodiverse Society
Microsoft Research Beginner 2y ago
Leadership Starts Here - Trailer
ML Fundamentals
Leadership Starts Here - Trailer
Saïd Business School, University of Oxford Beginner 2y ago
Coding Courses on High Demand
ML Fundamentals
Coding Courses on High Demand
Entri Coding മലയാളം Beginner 2y ago
End To End LLM Langchain Project using Pinecone Vector Database #genai
ML Fundamentals
End To End LLM Langchain Project using Pinecone Vector Database #genai
Krish Naik Beginner 2y ago
Get ahead in the growing field of tech with an online Bachelor's degree
ML Fundamentals
Get ahead in the growing field of tech with an online Bachelor's degree
Coursera Beginner 2y ago
Proximal Policy Optimization | ChatGPT uses this
ML Fundamentals
Proximal Policy Optimization | ChatGPT uses this
CodeEmporium Advanced 2y ago
How To Speed Up Pandas in Python By 150x
ML Fundamentals
How To Speed Up Pandas in Python By 150x
Tech With Tim Beginner 2y ago
Make Your Voice Like a Celebrity! #ai #artificialintelligence #music #musicproduction #musicfyp
ML Fundamentals
Make Your Voice Like a Celebrity! #ai #artificialintelligence #music #musicproduction #musicfyp
Entri Coding മലയാളം Beginner 2y ago
Learn Docker with me
ML Fundamentals
Learn Docker with me
Aladdin Persson Beginner 2y ago
Artificial Intelligence V/S Human Intelligence| Epic Battle of Data Science
ML Fundamentals
Artificial Intelligence V/S Human Intelligence| Epic Battle of Data Science
Analytics Vidhya Beginner 2y ago
Machine Learning Engineering in Action author interview with Ben Wilson
ML Fundamentals
Machine Learning Engineering in Action author interview with Ben Wilson
Sophia Yang (AI) Beginner 2y ago
What is Project Q* And Artificial General Intelligence(AGI)
ML Fundamentals
What is Project Q* And Artificial General Intelligence(AGI)
Krish Naik Beginner 2y ago
Lecture 5 Part 1: Derivative of Matrix Determinant and Inverse
ML Fundamentals
Lecture 5 Part 1: Derivative of Matrix Determinant and Inverse
MIT OpenCourseWare Beginner 2y ago
Lecture 5 Part 2: Forward Automatic Differentiation via Dual Numbers
ML Fundamentals
Lecture 5 Part 2: Forward Automatic Differentiation via Dual Numbers
MIT OpenCourseWare Beginner 2y ago
Bug in Binary Search - Computerphile
ML Fundamentals
Bug in Binary Search - Computerphile
Computerphile Beginner 2y ago
Dr Albert Bourla in Conversation
ML Fundamentals
Dr Albert Bourla in Conversation
Saïd Business School, University of Oxford Intermediate 2y ago
CU Boulder’s Master of Science in Computer Science is designed for hard-working professionals..
ML Fundamentals
CU Boulder’s Master of Science in Computer Science is designed for hard-working professionals..
Coursera Beginner 2y ago
Statistical Learning: 7.Py Splines I 2023
ML Fundamentals
Statistical Learning: 7.Py Splines I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 7.Py Polynomial Regressions and Step Functions I 2023
ML Fundamentals
Statistical Learning: 7.Py Polynomial Regressions and Step Functions I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 6.Py Ridge Regression and the Lasso I 2023
ML Fundamentals
Statistical Learning: 6.Py Ridge Regression and the Lasso I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 6.Py Stepwise Regression I 2023
ML Fundamentals
Statistical Learning: 6.Py Stepwise Regression I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 5.Py Bootstrap I 2023
ML Fundamentals
Statistical Learning: 5.Py Bootstrap I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 5.Py Cross-Validation I 2023
ML Fundamentals
Statistical Learning: 5.Py Cross-Validation I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 4.Py K-Nearest Neighbors (KNN) I 2023
ML Fundamentals
Statistical Learning: 4.Py K-Nearest Neighbors (KNN) I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 4.Py Linear Discriminant Analysis (LDA) I 2023
ML Fundamentals
Statistical Learning: 4.Py Linear Discriminant Analysis (LDA) I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 7.Py Generalized Additive Models (GAMs) I 2023
ML Fundamentals
Statistical Learning: 7.Py Generalized Additive Models (GAMs) I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 4.Py Logistic Regression I 2023
ML Fundamentals
Statistical Learning: 4.Py Logistic Regression I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 3.Py Interactions, Qualitative Predictors and Other Details I 2023
ML Fundamentals
Statistical Learning: 3.Py Interactions, Qualitative Predictors and Other Details I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 3.Py Multiple Linear Regression Package I 2023
ML Fundamentals
Statistical Learning: 3.Py Multiple Linear Regression Package I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 3.Py Linear Regression and statsmodels Package I 2023
ML Fundamentals
Statistical Learning: 3.Py Linear Regression and statsmodels Package I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 2.Py Indexing and Dataframes I 2023
ML Fundamentals
Statistical Learning: 2.Py Indexing and Dataframes I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 2.Py.3 Graphics I 2023
ML Fundamentals
Statistical Learning: 2.Py.3 Graphics I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 2.Py Data Types, Arrays, and Basics I 2023
ML Fundamentals
Statistical Learning: 2.Py Data Types, Arrays, and Basics I 2023
Stanford Online Beginner 2y ago
Statistical Learning: 2.Py Setting Up Python I 2023
ML Fundamentals
Statistical Learning: 2.Py Setting Up Python I 2023
Stanford Online Beginner 2y ago
Statistical Learning I Introducing Jonathan - Third Edition of the Course I 2023
ML Fundamentals
Statistical Learning I Introducing Jonathan - Third Edition of the Course I 2023
Stanford Online Beginner 2y ago
Lecture 5 Part 3: Differentiation on Computational Graphs
ML Fundamentals
Lecture 5 Part 3: Differentiation on Computational Graphs
MIT OpenCourseWare Beginner 2y ago
The King of Dark Web - PART 01-
ML Fundamentals
The King of Dark Web - PART 01-
Entri Coding മലയാളം Beginner 2y ago
Types of Time series models #deeplearning #machinelearning
ML Fundamentals
Types of Time series models #deeplearning #machinelearning
CodeEmporium Beginner 2y ago
Illinois Tech Master of Business Administration Webinar 11/30
ML Fundamentals
Illinois Tech Master of Business Administration Webinar 11/30
Coursera Beginner 2y ago
Ask About AI: Professor Chris Manning on Foundation Models
ML Fundamentals
Ask About AI: Professor Chris Manning on Foundation Models
Stanford Online Beginner 2y ago
Illinois Tech Master of Data Science Webinar 11/30/23
ML Fundamentals
Illinois Tech Master of Data Science Webinar 11/30/23
Coursera Beginner 2y ago
Sum up the Oxford Real Estate Programme in one word...
ML Fundamentals
Sum up the Oxford Real Estate Programme in one word...
Saïd Business School, University of Oxford Intermediate 2y ago
Women Transforming Leadership 10 Year reunion
ML Fundamentals
Women Transforming Leadership 10 Year reunion
Saïd Business School, University of Oxford Intermediate 2y ago
Saïd Business School elumni reunion
ML Fundamentals
Saïd Business School elumni reunion
Saïd Business School, University of Oxford Intermediate 2y ago
Traditional Time Series methods vs Machine Learning Methods #deeplearning  #machinelearning
ML Fundamentals
Traditional Time Series methods vs Machine Learning Methods #deeplearning #machinelearning
CodeEmporium Beginner 2y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Deep Learning & Modern AI Architectures
📚 Coursera Course ↗
Self-paced
Deep Learning & Modern AI Architectures
Opens on Coursera ↗
Fundamentos de Oscilaciones y Ondas para Ingeniería
📚 Coursera Course ↗
Self-paced
Fundamentos de Oscilaciones y Ondas para Ingeniería
Opens on Coursera ↗
Deep Learning with Keras and Tensorflow
📚 Coursera Course ↗
Self-paced
Deep Learning with Keras and Tensorflow
Opens on Coursera ↗
Medical Image Processing
📚 Coursera Course ↗
Self-paced
Medical Image Processing
Opens on Coursera ↗
Introduction to On-Device AI
📚 Coursera Course ↗
Self-paced
Introduction to On-Device AI
Opens on Coursera ↗
AI Integration in Healthcare Patient Data
📚 Coursera Course ↗
Self-paced
AI Integration in Healthcare Patient Data
Opens on Coursera ↗