Foundations

ML Fundamentals

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

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lessons
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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
Getting involved in the TF community (TF Dev Summit '20)
ML Fundamentals ⚡ AI Lesson
Getting involved in the TF community (TF Dev Summit '20)
TensorFlow Beginner 6y ago
TensorFlow and ML from the trenches: The Innovation Experience Center at JPL (TF Dev Summit '20)
ML Fundamentals ⚡ AI Lesson
TensorFlow and ML from the trenches: The Innovation Experience Center at JPL (TF Dev Summit '20)
TensorFlow Beginner 6y ago
Why Cloud Computing is Critical for a Data Scientist
ML Fundamentals
Why Cloud Computing is Critical for a Data Scientist
365 Data Science Beginner 6y ago
Replicating Airbnb's Machine Learning Powered Amenity Detection Project | Code Walkthrough (live)
ML Fundamentals
Replicating Airbnb's Machine Learning Powered Amenity Detection Project | Code Walkthrough (live)
Daniel Bourke Beginner 6y ago
Python Tutorial: Dealing with categorical features
ML Fundamentals
Python Tutorial: Dealing with categorical features
DataCamp Beginner 6y ago
Python Tutorial: Numeric variables
ML Fundamentals ⚡ AI Lesson
Python Tutorial: Numeric variables
DataCamp Beginner 6y ago
Brandon Rohrer — Machine Learning in Production for Robots
ML Fundamentals
Brandon Rohrer — Machine Learning in Production for Robots
Weights & Biases Beginner 6y ago
Every model I build has to answer 1 simple question | Airbnb Machine Learning Project Part 5
ML Fundamentals
Every model I build has to answer 1 simple question | Airbnb Machine Learning Project Part 5
Daniel Bourke Beginner 6y ago
My Laptop Lenovo Legion Y 540 Unboxing For Deep Learning! Important Message At The Last
ML Fundamentals
My Laptop Lenovo Legion Y 540 Unboxing For Deep Learning! Important Message At The Last
Krish Naik Beginner 6y ago
Deep Learning for Coders Study Group - Session #10
ML Fundamentals ⚡ AI Lesson
Deep Learning for Coders Study Group - Session #10
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
The Best Free Data Science Courses Nobody is Talking About
ML Fundamentals
The Best Free Data Science Courses Nobody is Talking About
Ken Jee Beginner 6y ago
Comparing AGI and Traditional AI: Now and Beyond
ML Fundamentals ⚡ AI Lesson
Comparing AGI and Traditional AI: Now and Beyond
What's AI by Louis-François Bouchard Beginner 6y ago
Tutorial 41-Performance Metrics(ROC,AUC Curve) For Classification Problem In Machine Learning Part 2
ML Fundamentals
Tutorial 41-Performance Metrics(ROC,AUC Curve) For Classification Problem In Machine Learning Part 2
Krish Naik Beginner 6y ago
What is NLP ? | Introduction to Natural Language Processing for Beginners | Machine Learning 12
ML Fundamentals
What is NLP ? | Introduction to Natural Language Processing for Beginners | Machine Learning 12
What's AI by Louis-François Bouchard Beginner 6y ago
Secrets of a Kaggle Grandmaster with David Odaibo - #354
ML Fundamentals ⚡ AI Lesson
Secrets of a Kaggle Grandmaster with David Odaibo - #354
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
Machine Learning Bootcamp Jakarta 2019
ML Fundamentals
Machine Learning Bootcamp Jakarta 2019
Google for Developers Beginner 6y ago
Python Programmer Bootcamp: NEW Python Programming Course
ML Fundamentals
Python Programmer Bootcamp: NEW Python Programming Course
365 Data Science Beginner 6y ago
Consciousness is an Explanation of What Already Has Been Computed (John Hopfield) | AI Podcast Clips
ML Fundamentals ⚡ AI Lesson
Consciousness is an Explanation of What Already Has Been Computed (John Hopfield) | AI Podcast Clips
Lex Fridman Beginner 6y ago
John Hopfield: Physics View of the Mind and Neurobiology | Lex Fridman Podcast #76
ML Fundamentals
John Hopfield: Physics View of the Mind and Neurobiology | Lex Fridman Podcast #76
Lex Fridman Beginner 6y ago
This Neural Network Creates 3D Objects From Your Photos
ML Fundamentals
This Neural Network Creates 3D Objects From Your Photos
Two Minute Papers Beginner 6y ago
The Problem with Data Science
ML Fundamentals
The Problem with Data Science
Ken Jee Beginner 6y ago
Getting Started with Azure Machine Learning Studio
ML Fundamentals ⚡ AI Lesson
Getting Started with Azure Machine Learning Studio
The AI Guy Beginner 6y ago
Episode 4: Simple and Basic Binary Classification Metrics
ML Fundamentals ⚡ AI Lesson
Episode 4: Simple and Basic Binary Classification Metrics
Abhishek Thakur Beginner 6y ago
Heroes of Deep Learning: Yann LeCun and Ruslan Salakhutdinov on Getting Started
ML Fundamentals
Heroes of Deep Learning: Yann LeCun and Ruslan Salakhutdinov on Getting Started
DeepLearningAI Beginner 6y ago
The Future Will Be Genetically Engineered
ML Fundamentals ⚡ AI Lesson
The Future Will Be Genetically Engineered
a16z Beginner 6y ago
Deploy machine learning model to production AWS (Amazon EC2 instance)
ML Fundamentals
Deploy machine learning model to production AWS (Amazon EC2 instance)
codebasics Beginner 6y ago
Can Deepfake work on Anime?
ML Fundamentals
Can Deepfake work on Anime?
bycloud Beginner 6y ago
Generating Poetic Texts with Recurrent Neural Networks in Python
ML Fundamentals ⚡ AI Lesson
Generating Poetic Texts with Recurrent Neural Networks in Python
NeuralNine Beginner 6y ago
Python Tutorial: Understand the data
ML Fundamentals
Python Tutorial: Understand the data
DataCamp Beginner 6y ago
Python Tutorial: Introduction to IoT data
ML Fundamentals
Python Tutorial: Introduction to IoT data
DataCamp Beginner 6y ago
Python Tutorial: Making time series stationary
ML Fundamentals ⚡ AI Lesson
Python Tutorial: Making time series stationary
DataCamp Beginner 6y ago
Python Tutorial: Introduction to time series and stationarity
ML Fundamentals
Python Tutorial: Introduction to time series and stationarity
DataCamp Beginner 6y ago
R Tutorial: Wrapping up linear regression
ML Fundamentals
R Tutorial: Wrapping up linear regression
DataCamp Beginner 6y ago
PySpark Tutorial: Where to Begin
ML Fundamentals ⚡ AI Lesson
PySpark Tutorial: Where to Begin
DataCamp Beginner 6y ago
R Tutorial: Handling missing data
ML Fundamentals
R Tutorial: Handling missing data
DataCamp Beginner 6y ago
R Tutorial: Data normalization
ML Fundamentals
R Tutorial: Data normalization
DataCamp Beginner 6y ago
R Tutorial: Model Validation, Model Fit, and Prediction
ML Fundamentals
R Tutorial: Model Validation, Model Fit, and Prediction
DataCamp Beginner 6y ago
Python Tutorial: Decision-Tree for Regression
ML Fundamentals
Python Tutorial: Decision-Tree for Regression
DataCamp Beginner 6y ago
Custom Ensemble Approach To Solve Machine Learning Problems
ML Fundamentals
Custom Ensemble Approach To Solve Machine Learning Problems
Krish Naik Beginner 6y ago
R Tutorial: Bivariate graphics
ML Fundamentals
R Tutorial: Bivariate graphics
DataCamp Beginner 6y ago
Python Tutorial: Machine Learning modeling steps
ML Fundamentals
Python Tutorial: Machine Learning modeling steps
DataCamp Beginner 6y ago
What is Backpropagation | Artificial Intelligence & Machine Learning Basics for Beginners 11
ML Fundamentals
What is Backpropagation | Artificial Intelligence & Machine Learning Basics for Beginners 11
What's AI by Louis-François Bouchard Beginner 6y ago
Metric Elicitation and Robust Distributed Learning with Sanmi Koyejo - #352
ML Fundamentals ⚡ AI Lesson
Metric Elicitation and Robust Distributed Learning with Sanmi Koyejo - #352
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
What is Statistics? (Michael I. Jordan) | AI Podcast Clips
ML Fundamentals ⚡ AI Lesson
What is Statistics? (Michael I. Jordan) | AI Podcast Clips
Lex Fridman Beginner 6y ago
High-Dimensional Robust Statistics with Ilias Diakonikolas - #351
ML Fundamentals ⚡ AI Lesson
High-Dimensional Robust Statistics with Ilias Diakonikolas - #351
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
What is Clustering | Introduction to Machine Learning for beginners | The Most Used Terms 10
ML Fundamentals
What is Clustering | Introduction to Machine Learning for beginners | The Most Used Terms 10
What's AI by Louis-François Bouchard Beginner 6y ago
What is Regression | Introduction to Machine Learning for beginners | The Most Used Terms 9
ML Fundamentals ⚡ AI Lesson
What is Regression | Introduction to Machine Learning for beginners | The Most Used Terms 9
What's AI by Louis-François Bouchard Beginner 6y ago
How To Learn Maths For Data Science By Self Study And For Free
ML Fundamentals
How To Learn Maths For Data Science By Self Study And For Free
Krish Naik Beginner 6y ago
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Probabilistic Graphical Models 3: Learning
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Probabilistic Graphical Models 3: Learning
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Essential Linear Algebra for Data Science
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Essential Linear Algebra for Data Science
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Introduction to Deep Learning & Neural Networks with Keras
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Introduction to Deep Learning & Neural Networks with Keras
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Validate Multimodal Data: Ensure Quality
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Validate Multimodal Data: Ensure Quality
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Honors Algebra 2: Algebraic, Exponential & Log Functions
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Honors Algebra 2: Algebraic, Exponential & Log Functions
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Create a Superhero Name Generator with TensorFlow
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Create a Superhero Name Generator with TensorFlow
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