Foundations

ML Fundamentals

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

12,249
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
predict.m - Programming Assignment 3 Machine Learning
ML Fundamentals
predict.m - Programming Assignment 3 Machine Learning
Aladdin Persson Beginner 7y ago
predictOneVsAll.m - Programming Assignment 3 Machine Learning
ML Fundamentals ⚡ AI Lesson
predictOneVsAll.m - Programming Assignment 3 Machine Learning
Aladdin Persson Beginner 7y ago
TWiML x Fast.ai Deep Learning Part 1 Review Study Group Winter 2019 - Lesson 2
ML Fundamentals ⚡ AI Lesson
TWiML x Fast.ai Deep Learning Part 1 Review Study Group Winter 2019 - Lesson 2
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Drago Anguelov (Waymo) - MIT Self-Driving Cars
ML Fundamentals
Drago Anguelov (Waymo) - MIT Self-Driving Cars
Lex Fridman Beginner 7y ago
Introduction to Machine Learning on GCP - How Google does Machine Learning from Google Cloud #1
ML Fundamentals
Introduction to Machine Learning on GCP - How Google does Machine Learning from Google Cloud #1
Coursera Beginner 7y ago
RandomizedSearchCV- Select the best hyperparameter for any Classification Model
ML Fundamentals
RandomizedSearchCV- Select the best hyperparameter for any Classification Model
Krish Naik Beginner 7y ago
Better Together: Humanity + Machine Learning
ML Fundamentals ⚡ AI Lesson
Better Together: Humanity + Machine Learning
a16z Beginner 7y ago
AI for Earth with Lucas Joppa - TWiML Talk #228
ML Fundamentals ⚡ AI Lesson
AI for Earth with Lucas Joppa - TWiML Talk #228
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Artificial Neural Network for Customer's Exit Prediction from Bank
ML Fundamentals
Artificial Neural Network for Customer's Exit Prediction from Bank
Krish Naik Beginner 7y ago
Gradient Descent, Step-by-Step
ML Fundamentals
Gradient Descent, Step-by-Step
StatQuest with Josh Starmer Beginner 7y ago
Introduction to Dart for Beginners - Control Flow and Low Level Compilation - Part Two
ML Fundamentals
Introduction to Dart for Beginners - Control Flow and Low Level Compilation - Part Two
Tensor Programming Beginner 7y ago
Gaussian Mixture Model
ML Fundamentals
Gaussian Mixture Model
ritvikmath Beginner 7y ago
K-Means Clustering
ML Fundamentals ⚡ AI Lesson
K-Means Clustering
ritvikmath Beginner 7y ago
Applied Data Science and Machine Learning for Cybersecurity - SANS Tactical Detection Summit 2018
ML Fundamentals
Applied Data Science and Machine Learning for Cybersecurity - SANS Tactical Detection Summit 2018
SANS Institute Beginner 7y ago
Utilize o TensorFlow.js no seu navegador (Coding TensorFlow em português)
ML Fundamentals ⚡ AI Lesson
Utilize o TensorFlow.js no seu navegador (Coding TensorFlow em português)
TensorFlow Beginner 7y ago
word2vec
ML Fundamentals ⚡ AI Lesson
word2vec
Data Skeptic Beginner 7y ago
Illinois Master of Computer Science (& MCS-DS) Admissions Webinar
ML Fundamentals
Illinois Master of Computer Science (& MCS-DS) Admissions Webinar
Coursera Beginner 7y ago
Introduction to Dart for Beginners - Types, Variables, Functions and Objects - Part One
ML Fundamentals
Introduction to Dart for Beginners - Types, Variables, Functions and Objects - Part One
Tensor Programming Beginner 7y ago
Python Machine Learning Tutorial #12 - Implementing K-Means Clustering
ML Fundamentals
Python Machine Learning Tutorial #12 - Implementing K-Means Clustering
Tech With Tim Beginner 7y ago
Python Machine Learning Tutorial #11 - How K Means Clustering Works
ML Fundamentals
Python Machine Learning Tutorial #11 - How K Means Clustering Works
Tech With Tim Beginner 7y ago
Authorship Attribution
ML Fundamentals ⚡ AI Lesson
Authorship Attribution
Data Skeptic Beginner 7y ago
¿Qué hay detrás del #10YearChallenge? - Facebook, Datos y Captchas | DataCoffee #7
ML Fundamentals
¿Qué hay detrás del #10YearChallenge? - Facebook, Datos y Captchas | DataCoffee #7
Dot CSV Beginner 7y ago
oneVsAll.m - Programming Assignment 3 Machine Learning
ML Fundamentals
oneVsAll.m - Programming Assignment 3 Machine Learning
Aladdin Persson Beginner 7y ago
lrCostFunction.m - Programming Assignment 3 Machine Learning
ML Fundamentals
lrCostFunction.m - Programming Assignment 3 Machine Learning
Aladdin Persson Beginner 7y ago
costFunctionReg.m - Programming Assignment 2 Machine Learning
ML Fundamentals ⚡ AI Lesson
costFunctionReg.m - Programming Assignment 2 Machine Learning
Aladdin Persson Beginner 7y ago
predict.m - Programming Assignment 2 Machine Learning
ML Fundamentals
predict.m - Programming Assignment 2 Machine Learning
Aladdin Persson Beginner 7y ago
costFunction.m - Programming Assignment 2 Machine Learning
ML Fundamentals
costFunction.m - Programming Assignment 2 Machine Learning
Aladdin Persson Beginner 7y ago
sigmoid.m - Programming Assignment 2 Machine Learning
ML Fundamentals ⚡ AI Lesson
sigmoid.m - Programming Assignment 2 Machine Learning
Aladdin Persson Beginner 7y ago
Neural Network from scratch - Part 4 (With Python)
ML Fundamentals
Neural Network from scratch - Part 4 (With Python)
Aladdin Persson Beginner 7y ago
Neural Network from scratch - Part 1 (Standard Notation)
ML Fundamentals
Neural Network from scratch - Part 1 (Standard Notation)
Aladdin Persson Beginner 7y ago
TPR,FPR,FNR,TNR, Confusion Matrix
ML Fundamentals
TPR,FPR,FNR,TNR, Confusion Matrix
Krish Naik Beginner 7y ago
Decision Tree Pruning
ML Fundamentals
Decision Tree Pruning
ritvikmath Beginner 7y ago
Evaluating Machine Learning Models
ML Fundamentals
Evaluating Machine Learning Models
ritvikmath Beginner 7y ago
K-Nearest Neighbor
ML Fundamentals
K-Nearest Neighbor
ritvikmath Beginner 7y ago
Naive Bayes
ML Fundamentals
Naive Bayes
ritvikmath Beginner 7y ago
Movie Recommender System using Python
ML Fundamentals
Movie Recommender System using Python
Krish Naik Beginner 7y ago
Dimensional Reduction| Principal Component Analysis
ML Fundamentals
Dimensional Reduction| Principal Component Analysis
Krish Naik Beginner 7y ago
Multiple Linear Regression using python and sklearn
ML Fundamentals
Multiple Linear Regression using python and sklearn
Krish Naik Beginner 7y ago
Perceptron
ML Fundamentals
Perceptron
ritvikmath Beginner 7y ago
Decision Trees
ML Fundamentals
Decision Trees
ritvikmath Beginner 7y ago
TWiML x Fast.ai Machine & Deep Learning Study Group - Session 4 - Spring 2019
ML Fundamentals ⚡ AI Lesson
TWiML x Fast.ai Machine & Deep Learning Study Group - Session 4 - Spring 2019
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Your Course to Success: Meet Kara, an iMBA Graduate
ML Fundamentals
Your Course to Success: Meet Kara, an iMBA Graduate
Coursera Beginner 7y ago
Degrees on Coursera are flexible, affordable, and 100% online
ML Fundamentals
Degrees on Coursera are flexible, affordable, and 100% online
Coursera Beginner 7y ago
Python Machine Learning Tutorial #10 - SVM P.3 - Implementing a SVM
ML Fundamentals
Python Machine Learning Tutorial #10 - SVM P.3 - Implementing a SVM
Tech With Tim Beginner 7y ago
Python Machine Learning Tutorial #9 - SVM P.2 - How Support Vector Machines Work
ML Fundamentals ⚡ AI Lesson
Python Machine Learning Tutorial #9 - SVM P.2 - How Support Vector Machines Work
Tech With Tim Beginner 7y ago
AI at the Edge at Qualcomm with Gary Brotman - TWiML Talk #223
ML Fundamentals ⚡ AI Lesson
AI at the Edge at Qualcomm with Gary Brotman - TWiML Talk #223
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Illinois Master of Computer Science (& MCS-DS) Admissions Webinar
ML Fundamentals
Illinois Master of Computer Science (& MCS-DS) Admissions Webinar
Coursera Beginner 7y ago
Python Machine Learning Tutorial #8 - Using Sklearn Datasets
ML Fundamentals
Python Machine Learning Tutorial #8 - Using Sklearn Datasets
Tech With Tim Beginner 7y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Python Programming Essentials
📚 Coursera Course ↗
Self-paced
Python Programming Essentials
Opens on Coursera ↗
Predict Baby Weight with TensorFlow on AI Platform
📚 Coursera Course ↗
Self-paced
Predict Baby Weight with TensorFlow on AI Platform
Opens on Coursera ↗
Machine Learning Capstone
📚 Coursera Course ↗
Self-paced
Machine Learning Capstone
Opens on Coursera ↗
Smart Analytics, Machine Learning, and AI on GCP en Français
📚 Coursera Course ↗
Self-paced
Smart Analytics, Machine Learning, and AI on GCP en Français
Opens on Coursera ↗
Análisis exploratorio de datos con Python y Pandas
📚 Coursera Course ↗
Self-paced
Análisis exploratorio de datos con Python y Pandas
Opens on Coursera ↗
Automate Data Onboarding, Validate, and Govern
📚 Coursera Course ↗
Self-paced
Automate Data Onboarding, Validate, and Govern
Opens on Coursera ↗