Foundations

ML Fundamentals

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

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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
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Weights and Biases - Developer Tools for Deep Learning
ML Fundamentals
Weights and Biases - Developer Tools for Deep Learning
Weights & Biases Beginner 7y ago
Toyota Research Institute on Experiment Tracking with Weights & Biases
ML Fundamentals
Toyota Research Institute on Experiment Tracking with Weights & Biases
Weights & Biases Beginner 7y ago
Probability and Statistics: Conditional Probability
ML Fundamentals
Probability and Statistics: Conditional Probability
365 Data Science Beginner 7y ago
Karl Iagnemma & Oscar Beijbom (Aptiv Autonomous Mobility) - MIT Self-Driving Cars
ML Fundamentals
Karl Iagnemma & Oscar Beijbom (Aptiv Autonomous Mobility) - MIT Self-Driving Cars
Lex Fridman Beginner 7y ago
Introduction to Dart for Beginners - Abstract Classes, Interfaces, Mixins, and Casting - Part Five
ML Fundamentals
Introduction to Dart for Beginners - Abstract Classes, Interfaces, Mixins, and Casting - Part Five
Tensor Programming Beginner 7y ago
Getting started with Jupyter Notebooks - Open Source tools for Data Science by IBM #6
ML Fundamentals
Getting started with Jupyter Notebooks - Open Source tools for Data Science by IBM #6
Coursera Beginner 7y ago
What are Jupyter Notebooks? - Open Source tools for Data Science by IBM #5
ML Fundamentals
What are Jupyter Notebooks? - Open Source tools for Data Science by IBM #5
Coursera Beginner 7y ago
Deep Learned Super-Sampling (DLSS) - Computerphile
ML Fundamentals ⚡ AI Lesson
Deep Learned Super-Sampling (DLSS) - Computerphile
Computerphile Beginner 7y ago
Probability: Intersection and Union of Sets
ML Fundamentals ⚡ AI Lesson
Probability: Intersection and Union of Sets
365 Data Science Beginner 7y ago
Reed Solomon Encoding - Computerphile
ML Fundamentals ⚡ AI Lesson
Reed Solomon Encoding - Computerphile
Computerphile Beginner 7y ago
Introduction to Dart for Beginners - Methods, Final, Static and Basic Class Inheritance - Part Four
ML Fundamentals
Introduction to Dart for Beginners - Methods, Final, Static and Basic Class Inheritance - Part Four
Tensor Programming Beginner 7y ago
AI for Healthcare with Peter Lee - TWiML Talk #231
ML Fundamentals ⚡ AI Lesson
AI for Healthcare with Peter Lee - TWiML Talk #231
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Python Full Course for Beginners
ML Fundamentals ⚡ AI Lesson
Python Full Course for Beginners
Programming with Mosh Beginner 7y ago
Hierarchical Clustering intuition
ML Fundamentals
Hierarchical Clustering intuition
Krish Naik Beginner 7y ago
An Optimized Recurrent Unit for Ultra-Low Power Acoustic Event Detection with Justice Amoh Jr. -...
ML Fundamentals ⚡ AI Lesson
An Optimized Recurrent Unit for Ultra-Low Power Acoustic Event Detection with Justice Amoh Jr. -...
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Why is Python better than Ansible? What is Nornir? Is AI important? Dmitry shares his views!
ML Fundamentals
Why is Python better than Ansible? What is Nornir? Is AI important? Dmitry shares his views!
David Bombal Beginner 7y ago
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
Drago Anguelov (Waymo) - MIT Self-Driving Cars
ML Fundamentals
Drago Anguelov (Waymo) - MIT Self-Driving Cars
Lex Fridman 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
Gradient Descent, Step-by-Step
ML Fundamentals
Gradient Descent, Step-by-Step
StatQuest with Josh Starmer 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
Creating a Cognitive Class Labs Account - Open Source tools for Data Science by IBM #3
ML Fundamentals
Creating a Cognitive Class Labs Account - Open Source tools for Data Science by IBM #3
Coursera Beginner 7y ago
Cognitive Class Labs Account Features - Open Source tools for Data Science by IBM #2
ML Fundamentals
Cognitive Class Labs Account Features - Open Source tools for Data Science by IBM #2
Coursera Beginner 7y ago
What is Cognitive Class Labs? - Open Source tools for Data Science by IBM #1
ML Fundamentals
What is Cognitive Class Labs? - Open Source tools for Data Science by IBM #1
Coursera Beginner 7y ago
Introduction to Dart for Beginners - Intro to Classes and Objects - Part Three
ML Fundamentals ⚡ AI Lesson
Introduction to Dart for Beginners - Intro to Classes and Objects - Part Three
Tensor Programming 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
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
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
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
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
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
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
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