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
Counting in Binary and Decimal | Binary vs Decimal quick promo
ML Fundamentals ⚡ AI Lesson
Counting in Binary and Decimal | Binary vs Decimal quick promo
deeplizard Beginner 8y ago
5 Patterns with Numbers - Binary to Base-36 | Numerals across bases
ML Fundamentals ⚡ AI Lesson
5 Patterns with Numbers - Binary to Base-36 | Numerals across bases
deeplizard Beginner 8y ago
gradientDescent.m Gradient Descent Implementation -  Machine Learning
ML Fundamentals
gradientDescent.m Gradient Descent Implementation - Machine Learning
Aladdin Persson Beginner 8y ago
Machine Learning without the Hype
ML Fundamentals
Machine Learning without the Hype
freeCodeCamp.org Beginner 8y ago
Classification using neural networks & ML regression models #AskTensorFlow
ML Fundamentals ⚡ AI Lesson
Classification using neural networks & ML regression models #AskTensorFlow
TensorFlow Beginner 8y ago
computeCost.m Linear Regression Cost Function - Machine Learning
ML Fundamentals ⚡ AI Lesson
computeCost.m Linear Regression Cost Function - Machine Learning
Aladdin Persson Beginner 8y ago
Distributed TensorFlow training (Google I/O '18)
ML Fundamentals ⚡ AI Lesson
Distributed TensorFlow training (Google I/O '18)
TensorFlow Beginner 8y ago
Panel: Artificial Intelligence and Machine Learning
ML Fundamentals
Panel: Artificial Intelligence and Machine Learning
freeCodeCamp.org Beginner 8y ago
Patricia’s iMBA Experience: Earning A Flexible Business Degree on Coursera
ML Fundamentals
Patricia’s iMBA Experience: Earning A Flexible Business Degree on Coursera
Coursera Beginner 8y ago
The Binomial Distribution: Crash Course Statistics #15
ML Fundamentals
The Binomial Distribution: Crash Course Statistics #15
CrashCourse Beginner 8y ago
Epsilon Software for Private Machine Learning with Chang Liu - #135
ML Fundamentals ⚡ AI Lesson
Epsilon Software for Private Machine Learning with Chang Liu - #135
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Modernize Your Data Pipeline for the Machine Learning Age
ML Fundamentals ⚡ AI Lesson
Modernize Your Data Pipeline for the Machine Learning Age
The New Stack Beginner 8y ago
Differential Privacy Theory & Practice with Aaron Roth - #132
ML Fundamentals
Differential Privacy Theory & Practice with Aaron Roth - #132
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Neural Voice Cloning
ML Fundamentals ⚡ AI Lesson
Neural Voice Cloning
CodeEmporium Beginner 8y ago
Data Science & Statistics: Matrix recycling in R
ML Fundamentals
Data Science & Statistics: Matrix recycling in R
365 Data Science Beginner 8y ago
Data frames in R - Transforming data PART I
ML Fundamentals ⚡ AI Lesson
Data frames in R - Transforming data PART I
365 Data Science Beginner 8y ago
Neural Network Prototyping On the Go
ML Fundamentals ⚡ AI Lesson
Neural Network Prototyping On the Go
ColdFusion Beginner 8y ago
Machine Learning Fundamentals: Cross Validation
ML Fundamentals
Machine Learning Fundamentals: Cross Validation
StatQuest with Josh Starmer Beginner 8y ago
Geoffrey Hinton: What are you excited about in deep learning?
ML Fundamentals
Geoffrey Hinton: What are you excited about in deep learning?
Lex Fridman Beginner 8y ago
Conditional jump instructions
ML Fundamentals ⚡ AI Lesson
Conditional jump instructions
Ben Eater Beginner 8y ago
Hexadecimal explained | Higher than base-10 positional numeral systems
ML Fundamentals ⚡ AI Lesson
Hexadecimal explained | Higher than base-10 positional numeral systems
deeplizard Beginner 8y ago
Deploy Keras neural network to Flask web service | Part 3 - Send and Receive Data with Flask
ML Fundamentals ⚡ AI Lesson
Deploy Keras neural network to Flask web service | Part 3 - Send and Receive Data with Flask
deeplizard Beginner 8y ago
Binary vs Decimal | Introducing positional numeral systems for programming beginners
ML Fundamentals ⚡ AI Lesson
Binary vs Decimal | Introducing positional numeral systems for programming beginners
deeplizard Beginner 8y ago
Deploy Keras neural network to Flask web service | Part 2 - Build your first Flask app
ML Fundamentals ⚡ AI Lesson
Deploy Keras neural network to Flask web service | Part 2 - Build your first Flask app
deeplizard Beginner 8y ago
Numeral vs Number | Introducing numeral systems for programming beginners
ML Fundamentals ⚡ AI Lesson
Numeral vs Number | Introducing numeral systems for programming beginners
deeplizard Beginner 8y ago
TensorFlow Lite for mobile developers (Google I/O '18)
ML Fundamentals ⚡ AI Lesson
TensorFlow Lite for mobile developers (Google I/O '18)
TensorFlow Beginner 8y ago
TensorFlow and deep reinforcement learning, without a PhD (Google I/O '18)
ML Fundamentals ⚡ AI Lesson
TensorFlow and deep reinforcement learning, without a PhD (Google I/O '18)
TensorFlow Beginner 8y ago
Get started with TensorFlow's High-Level APIs in 5 mins |  Google I/O 2018
ML Fundamentals ⚡ AI Lesson
Get started with TensorFlow's High-Level APIs in 5 mins | Google I/O 2018
TensorFlow Beginner 8y ago
Deploy Keras Neural Network to Flask web service | Part 1 - Overview
ML Fundamentals ⚡ AI Lesson
Deploy Keras Neural Network to Flask web service | Part 1 - Overview
deeplizard Beginner 8y ago
Get started with TensorFlow's High-Level APIs (Google I/O '18)
ML Fundamentals ⚡ AI Lesson
Get started with TensorFlow's High-Level APIs (Google I/O '18)
TensorFlow Beginner 8y ago
Unicode explained | Convert characters in Chuck Norris jokes - JavaScript example
ML Fundamentals ⚡ AI Lesson
Unicode explained | Convert characters in Chuck Norris jokes - JavaScript example
deeplizard Beginner 8y ago
Learnable parameters ("trainable params") in a Keras Convolutional Neural Network
ML Fundamentals ⚡ AI Lesson
Learnable parameters ("trainable params") in a Keras Convolutional Neural Network
deeplizard Beginner 8y ago
Using code to interrogate textual data | I’m a STRING. Ask me anything! | Coding tutorial
ML Fundamentals ⚡ AI Lesson
Using code to interrogate textual data | I’m a STRING. Ask me anything! | Coding tutorial
deeplizard Beginner 8y ago
Learnable Parameters in a Convolutional Neural Network (CNN) explained
ML Fundamentals ⚡ AI Lesson
Learnable Parameters in a Convolutional Neural Network (CNN) explained
deeplizard Beginner 8y ago
Data frames in R - Import a CSV in R
ML Fundamentals
Data frames in R - Import a CSV in R
365 Data Science Beginner 8y ago
Data frames in R - Exporting data in R
ML Fundamentals ⚡ AI Lesson
Data frames in R - Exporting data in R
365 Data Science Beginner 8y ago
Data Frames in R - Subsetting a data frame
ML Fundamentals ⚡ AI Lesson
Data Frames in R - Subsetting a data frame
365 Data Science Beginner 8y ago
Data Science & Statistics: Matrix arithmetic in R
ML Fundamentals
Data Science & Statistics: Matrix arithmetic in R
365 Data Science Beginner 8y ago
Data Science & Statistics: Indexing an element from a matrix
ML Fundamentals ⚡ AI Lesson
Data Science & Statistics: Indexing an element from a matrix
365 Data Science Beginner 8y ago
Data Frames in R - Extending a data frame
ML Fundamentals
Data Frames in R - Extending a data frame
365 Data Science Beginner 8y ago
Data Science & Statistics: Creating a matrix in R FASTER
ML Fundamentals
Data Science & Statistics: Creating a matrix in R FASTER
365 Data Science Beginner 8y ago
Data Science & Statistics: Creating a Matrix in R
ML Fundamentals
Data Science & Statistics: Creating a Matrix in R
365 Data Science Beginner 8y ago
Data frames - Importing data in R
ML Fundamentals
Data frames - Importing data in R
365 Data Science Beginner 8y ago
Code that looks cool | Hollywood code | Saving and running programs quick promo
ML Fundamentals ⚡ AI Lesson
Code that looks cool | Hollywood code | Saving and running programs quick promo
deeplizard Beginner 8y ago
Getting and setting data on a web page with JavaScript | Coding tutorial
ML Fundamentals ⚡ AI Lesson
Getting and setting data on a web page with JavaScript | Coding tutorial
deeplizard Beginner 8y ago
Learnable parameters ("trainable params") in a Keras model
ML Fundamentals ⚡ AI Lesson
Learnable parameters ("trainable params") in a Keras model
deeplizard Beginner 8y ago
Learnable Parameters in an Artificial Neural Network explained
ML Fundamentals ⚡ AI Lesson
Learnable Parameters in an Artificial Neural Network explained
deeplizard Beginner 8y ago
Saving and running programs explained | Hello world for programming beginners (Part 2)
ML Fundamentals ⚡ AI Lesson
Saving and running programs explained | Hello world for programming beginners (Part 2)
deeplizard Beginner 8y ago
📚 Coursera Courses Opens on Coursera · Free to audit
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Computer Vision Fundamentals with Google Cloud
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Self-paced
Computer Vision Fundamentals with Google Cloud
Opens on Coursera ↗
Employee Attrition Prediction Using Machine Learning
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Self-paced
Employee Attrition Prediction Using Machine Learning
Opens on Coursera ↗
Classify Images with TensorFlow Convolutional Neural Networks
📚 Coursera Course ↗
Self-paced
Classify Images with TensorFlow Convolutional Neural Networks
Opens on Coursera ↗
Deep Learning with PyTorch : GradCAM
📚 Coursera Course ↗
Self-paced
Deep Learning with PyTorch : GradCAM
Opens on Coursera ↗
Calculus: Single Variable Part 1 - Functions
📚 Coursera Course ↗
Self-paced
Calculus: Single Variable Part 1 - Functions
Opens on Coursera ↗
Data Visualization and Modeling in Python
📚 Coursera Course ↗
Self-paced
Data Visualization and Modeling in Python
Opens on Coursera ↗