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
Intro to Deep Learning -- L14 Intro to Recurrent Neural Networks [Stat453, SS20]
ML Fundamentals ⚡ AI Lesson
Intro to Deep Learning -- L14 Intro to Recurrent Neural Networks [Stat453, SS20]
Sebastian Raschka Beginner 6y ago
R Tutorial: Nonlinear Modeling in R with GAMs | Intro
ML Fundamentals
R Tutorial: Nonlinear Modeling in R with GAMs | Intro
DataCamp Beginner 6y ago
Pytorch ResNet implementation from Scratch
ML Fundamentals
Pytorch ResNet implementation from Scratch
Aladdin Persson Beginner 6y ago
PyTorch Tutorial 17 - Saving and Loading Models
ML Fundamentals ⚡ AI Lesson
PyTorch Tutorial 17 - Saving and Loading Models
Patrick Loeber Beginner 6y ago
Teachable  Machine By Google- Train Your Model With Ease
ML Fundamentals
Teachable Machine By Google- Train Your Model With Ease
Krish Naik Beginner 6y ago
Python Tutorial: Introducing convolutional neural networks
ML Fundamentals ⚡ AI Lesson
Python Tutorial: Introducing convolutional neural networks
DataCamp Beginner 6y ago
Demystifying Data Mining - A Clear and Concise Explanation
ML Fundamentals
Demystifying Data Mining - A Clear and Concise Explanation
What's AI by Louis-François Bouchard Beginner 6y ago
This Neural Network Learned To Look Around In Real Scenes! (NERF)
ML Fundamentals
This Neural Network Learned To Look Around In Real Scenes! (NERF)
Two Minute Papers Beginner 6y ago
Neural Networks from Scratch - P.1 Intro and Neuron Code
ML Fundamentals
Neural Networks from Scratch - P.1 Intro and Neuron Code
sentdex Beginner 6y ago
Pytorch Quick Tip: Using a Learning Rate Scheduler
ML Fundamentals
Pytorch Quick Tip: Using a Learning Rate Scheduler
Aladdin Persson Beginner 6y ago
Optimization - Lecture 3 - CS50's Introduction to Artificial Intelligence with Python 2020
ML Fundamentals
Optimization - Lecture 3 - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 6y ago
Uncertainty - Lecture 2 - CS50's Introduction to Artificial Intelligence with Python 2020
ML Fundamentals
Uncertainty - Lecture 2 - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 6y ago
How to Transition Into Data Science: From Economics to Data Science
ML Fundamentals
How to Transition Into Data Science: From Economics to Data Science
365 Data Science Beginner 6y ago
Feature Engineering-How to Transform Data to Better Fit The Gaussian Distribution-Data Science
ML Fundamentals
Feature Engineering-How to Transform Data to Better Fit The Gaussian Distribution-Data Science
Krish Naik Beginner 6y ago
Data Science Demystified - An Essential Introduction
ML Fundamentals
Data Science Demystified - An Essential Introduction
What's AI by Louis-François Bouchard Beginner 6y ago
Intro to Deep Learning -- L13 Intro to Convolutional Neural Networks (Part 2) 2/2 [Stat453, SS20]
ML Fundamentals
Intro to Deep Learning -- L13 Intro to Convolutional Neural Networks (Part 2) 2/2 [Stat453, SS20]
Sebastian Raschka Beginner 6y ago
Rachael Tatman — Conversational AI and Linguistics
ML Fundamentals
Rachael Tatman — Conversational AI and Linguistics
Weights & Biases Beginner 6y ago
Why use GPU with Neural Networks?
ML Fundamentals ⚡ AI Lesson
Why use GPU with Neural Networks?
CodeEmporium Beginner 6y ago
Ask a Machine Learning Engineer Anything (live) | April 2020
ML Fundamentals
Ask a Machine Learning Engineer Anything (live) | April 2020
Daniel Bourke Beginner 6y ago
How to learn coding for beginners | Learn coding for free | learn coding from scratch
ML Fundamentals
How to learn coding for beginners | Learn coding for free | learn coding from scratch
codebasics Beginner 6y ago
Python Tutorial: Image classification with Keras
ML Fundamentals
Python Tutorial: Image classification with Keras
DataCamp Beginner 6y ago
Python Tutorial: Classifying images
ML Fundamentals
Python Tutorial: Classifying images
DataCamp Beginner 6y ago
Python Tutorial : Data transforms, features, and targets
ML Fundamentals ⚡ AI Lesson
Python Tutorial : Data transforms, features, and targets
DataCamp Beginner 6y ago
Python Tutorial : Linear modeling with financial data
ML Fundamentals ⚡ AI Lesson
Python Tutorial : Linear modeling with financial data
DataCamp Beginner 6y ago
Python Tutorial : Machine Learning for Finance in Python
ML Fundamentals
Python Tutorial : Machine Learning for Finance in Python
DataCamp Beginner 6y ago
R Tutorial : Network analysis in R: A tidy approach
ML Fundamentals
R Tutorial : Network analysis in R: A tidy approach
DataCamp Beginner 6y ago
PyTorch Tutorial : Backpropagation by auto-differentiation
ML Fundamentals
PyTorch Tutorial : Backpropagation by auto-differentiation
DataCamp Beginner 6y ago
PyTorch Tutorial : Introduction to PyTorch
ML Fundamentals
PyTorch Tutorial : Introduction to PyTorch
DataCamp Beginner 6y ago
PyTorch Tutorial : Introduction to Neural Networks
ML Fundamentals
PyTorch Tutorial : Introduction to Neural Networks
DataCamp Beginner 6y ago
PyTorch Tutorial : Forward propagation
ML Fundamentals ⚡ AI Lesson
PyTorch Tutorial : Forward propagation
DataCamp Beginner 6y ago
Python Tutorial : Writing Efficient Python Code
ML Fundamentals
Python Tutorial : Writing Efficient Python Code
DataCamp Beginner 6y ago
Python Tutorial : Introducing XGBoost
ML Fundamentals
Python Tutorial : Introducing XGBoost
DataCamp Beginner 6y ago
Python Tutorial: Class distribution
ML Fundamentals
Python Tutorial: Class distribution
DataCamp Beginner 6y ago
Knowledge - Lecture 1 - CS50's Introduction to Artificial Intelligence with Python 2020
ML Fundamentals
Knowledge - Lecture 1 - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 6y ago
Learning - Lecture 4 - CS50's Introduction to Artificial Intelligence with Python 2020
ML Fundamentals
Learning - Lecture 4 - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 6y ago
Neural Networks - Lecture 5 - CS50's Introduction to Artificial Intelligence with Python 2020
ML Fundamentals
Neural Networks - Lecture 5 - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 6y ago
Pytorch Quick Tip: Weight Initialization
ML Fundamentals ⚡ AI Lesson
Pytorch Quick Tip: Weight Initialization
Aladdin Persson Beginner 6y ago
Pytorch Data Augmentation using Torchvision
ML Fundamentals
Pytorch Data Augmentation using Torchvision
Aladdin Persson Beginner 6y ago
Python Tutorial : When should I use XGBoost?
ML Fundamentals ⚡ AI Lesson
Python Tutorial : When should I use XGBoost?
DataCamp Beginner 6y ago
Pytorch Transfer Learning and Fine Tuning Tutorial
ML Fundamentals
Pytorch Transfer Learning and Fine Tuning Tutorial
Aladdin Persson Beginner 6y ago
Intro to Deep Learning -- L13 Intro to Convolutional Neural Networks (Part 2) 1/2 [Stat453, SS20]
ML Fundamentals
Intro to Deep Learning -- L13 Intro to Convolutional Neural Networks (Part 2) 1/2 [Stat453, SS20]
Sebastian Raschka Beginner 6y ago
What is Transfer Learning ? | Deep Learning Basics Explained for Beginners 20
ML Fundamentals
What is Transfer Learning ? | Deep Learning Basics Explained for Beginners 20
What's AI by Louis-François Bouchard Beginner 6y ago
How Do I Learn Complex Topics In Machine Learning And Deep Learning?
ML Fundamentals
How Do I Learn Complex Topics In Machine Learning And Deep Learning?
Krish Naik Beginner 6y ago
Python Tutorial: Dive into Python
ML Fundamentals
Python Tutorial: Dive into Python
DataCamp Beginner 6y ago
Python Tutorial: Data distributions and transformations
ML Fundamentals ⚡ AI Lesson
Python Tutorial: Data distributions and transformations
DataCamp Beginner 6y ago
Python Tutorial: Handling missing data
ML Fundamentals
Python Tutorial: Handling missing data
DataCamp Beginner 6y ago
Linear Regression Gradient Descent From Scratch in Python
ML Fundamentals ⚡ AI Lesson
Linear Regression Gradient Descent From Scratch in Python
Aladdin Persson Beginner 6y ago
Derivation Linear Regression with Gradient Descent
ML Fundamentals ⚡ AI Lesson
Derivation Linear Regression with Gradient Descent
Aladdin Persson Beginner 6y ago
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