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
Training Data - Halite II 2017 Artificial Intelligence Competition p.5
ML Fundamentals
Training Data - Halite II 2017 Artificial Intelligence Competition p.5
sentdex Beginner 8y ago
Phoenix Framework 1.3 (Building a GraphQL API in Phoenix)
ML Fundamentals
Phoenix Framework 1.3 (Building a GraphQL API in Phoenix)
Tensor Programming Beginner 8y ago
Deep Learning - Halite II 2017 Artificial Intelligence Competition p.4
ML Fundamentals ⚡ AI Lesson
Deep Learning - Halite II 2017 Artificial Intelligence Competition p.4
sentdex Beginner 8y ago
A Quantum Computing Primer and Implications for AI with Davide Venturelli - #93
ML Fundamentals
A Quantum Computing Primer and Implications for AI with Davide Venturelli - #93
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
StatQuest: PCA in Python
ML Fundamentals ⚡ AI Lesson
StatQuest: PCA in Python
StatQuest with Josh Starmer Beginner 8y ago
Intro to Rust (Crawling Links with a Web Crawler)
ML Fundamentals
Intro to Rust (Crawling Links with a Web Crawler)
Tensor Programming Beginner 8y ago
Reproducible results with Keras
ML Fundamentals ⚡ AI Lesson
Reproducible results with Keras
deeplizard Beginner 8y ago
Matplotlib Tutorial 7 - Save Chart To a File Using savefig
ML Fundamentals
Matplotlib Tutorial 7 - Save Chart To a File Using savefig
codebasics Beginner 8y ago
OMG!!! Elf on the Shelf CAUGHT MOVING on camera!!!
ML Fundamentals
OMG!!! Elf on the Shelf CAUGHT MOVING on camera!!!
NPStation Beginner 8y ago
Visualizing Convolutional Filters from a CNN
ML Fundamentals ⚡ AI Lesson
Visualizing Convolutional Filters from a CNN
deeplizard Beginner 8y ago
MIT Sloan: Intro to Machine Learning (in 360/VR)
ML Fundamentals
MIT Sloan: Intro to Machine Learning (in 360/VR)
Lex Fridman Beginner 8y ago
IA NOTEBOOK #1 | Regresión Lineal y Mínimos Cuadrados Ordinarios | Programando IA
ML Fundamentals
IA NOTEBOOK #1 | Regresión Lineal y Mínimos Cuadrados Ordinarios | Programando IA
Dot CSV Beginner 8y ago
Why this puzzle is impossible
ML Fundamentals
Why this puzzle is impossible
3Blue1Brown Beginner 8y ago
Learning State Representations with Yael Niv - #92
ML Fundamentals ⚡ AI Lesson
Learning State Representations with Yael Niv - #92
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Regresión Lineal y Mínimos Cuadrados Ordinarios | DotCSV
ML Fundamentals
Regresión Lineal y Mínimos Cuadrados Ordinarios | DotCSV
Dot CSV Beginner 8y ago
The case against Net Neutrality?
ML Fundamentals
The case against Net Neutrality?
Ben Eater Beginner 8y ago
Mercedes Benz Machine Learning Research
ML Fundamentals ⚡ AI Lesson
Mercedes Benz Machine Learning Research
Data Skeptic Beginner 8y ago
Sertac Karaman (MIT) on Motion Planning in a Complex World - MIT Self-Driving Cars
ML Fundamentals ⚡ AI Lesson
Sertac Karaman (MIT) on Motion Planning in a Complex World - MIT Self-Driving Cars
Lex Fridman Beginner 8y ago
Matplotlib Tutorial 6 - Pie Chart
ML Fundamentals
Matplotlib Tutorial 6 - Pie Chart
codebasics Beginner 8y ago
Intro to Rust (Building a Browser Engine: Finishing things up)
ML Fundamentals
Intro to Rust (Building a Browser Engine: Finishing things up)
Tensor Programming Beginner 8y ago
Intro to Rust (Building a Browser Engine: Commands and Rendering in OpenGL)
ML Fundamentals
Intro to Rust (Building a Browser Engine: Commands and Rendering in OpenGL)
Tensor Programming Beginner 8y ago
Intro to Rust-lang (Building a Browser Engine: Boxes and the Layout Tree)
ML Fundamentals
Intro to Rust-lang (Building a Browser Engine: Boxes and the Layout Tree)
Tensor Programming Beginner 8y ago
Intro to Rust-lang (Adding a Style Tree to our Browser)
ML Fundamentals
Intro to Rust-lang (Adding a Style Tree to our Browser)
Tensor Programming Beginner 8y ago
Intro to Rust-lang (Adding a CSS engine and CSS parsing to our Browser)
ML Fundamentals
Intro to Rust-lang (Adding a CSS engine and CSS parsing to our Browser)
Tensor Programming Beginner 8y ago
Intro to Rust-lang (Building the Dom and an HTML Parser)
ML Fundamentals
Intro to Rust-lang (Building the Dom and an HTML Parser)
Tensor Programming Beginner 8y ago
Intro to Rust-lang (Games and Graphics with Piston; Pong game)
ML Fundamentals ⚡ AI Lesson
Intro to Rust-lang (Games and Graphics with Piston; Pong game)
Tensor Programming Beginner 8y ago
Intro to Rust-lang (Building a Web API with Iron)
ML Fundamentals
Intro to Rust-lang (Building a Web API with Iron)
Tensor Programming Beginner 8y ago
Intro to Rust-lang (Setting up a Development Environment)
ML Fundamentals
Intro to Rust-lang (Setting up a Development Environment)
Tensor Programming Beginner 8y ago
Mapping Keras labels to image classes
ML Fundamentals ⚡ AI Lesson
Mapping Keras labels to image classes
deeplizard Beginner 8y ago
Geometric Deep Learning with Joan Bruna & Michael Bronstein - #90
ML Fundamentals ⚡ AI Lesson
Geometric Deep Learning with Joan Bruna & Michael Bronstein - #90
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Intro to Rust-lang (Tests, Attributes, Configuration and Conditional compilation)
ML Fundamentals ⚡ AI Lesson
Intro to Rust-lang (Tests, Attributes, Configuration and Conditional compilation)
Tensor Programming Beginner 8y ago
Integrative Learning for Robotic Systems with Aaron Ames - #87
ML Fundamentals
Integrative Learning for Robotic Systems with Aaron Ames - #87
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Visual Recognition in the Cloud for Law Enforcement with Chris Adzima - #86
ML Fundamentals
Visual Recognition in the Cloud for Law Enforcement with Chris Adzima - #86
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Embodied Visual Learning with Kristen Grauman - #85
ML Fundamentals
Embodied Visual Learning with Kristen Grauman - #85
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Intro to Rust-lang (Concurrency, Threads, Channels, Mutex and Arc)
ML Fundamentals
Intro to Rust-lang (Concurrency, Threads, Channels, Mutex and Arc)
Tensor Programming Beginner 8y ago
Intro to Rust-lang (Error Handling)
ML Fundamentals ⚡ AI Lesson
Intro to Rust-lang (Error Handling)
Tensor Programming Beginner 8y ago
Interacting with our Chatbot - Creating a Chatbot with Deep Learning, Python, and TensorFlow p.9
ML Fundamentals
Interacting with our Chatbot - Creating a Chatbot with Deep Learning, Python, and TensorFlow p.9
sentdex Beginner 8y ago
Intro to Rust-lang (Macros and Metaprogramming)
ML Fundamentals
Intro to Rust-lang (Macros and Metaprogramming)
Tensor Programming Beginner 8y ago
Intro to Rust-lang (Modules and Lifetimes)
ML Fundamentals
Intro to Rust-lang (Modules and Lifetimes)
Tensor Programming Beginner 8y ago
re:Invent Roundup Roundtable - #83
ML Fundamentals
re:Invent Roundup Roundtable - #83
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Intro to Rust-lang (Closures, the Box Pointer and Iterators)
ML Fundamentals
Intro to Rust-lang (Closures, the Box Pointer and Iterators)
Tensor Programming Beginner 8y ago
Intro to Rustlang (Traits and Generic Types)
ML Fundamentals ⚡ AI Lesson
Intro to Rustlang (Traits and Generic Types)
Tensor Programming Beginner 8y ago
Convolutional Neural Networks (CNNs) explained
ML Fundamentals ⚡ AI Lesson
Convolutional Neural Networks (CNNs) explained
deeplizard Beginner 8y ago
Matplotlib Tutorial 5 - Histograms
ML Fundamentals
Matplotlib Tutorial 5 - Histograms
codebasics Beginner 8y ago
Matplotlib Tutorial 4 - Bar Chart
ML Fundamentals
Matplotlib Tutorial 4 - Bar Chart
codebasics Beginner 8y ago
Chris Gerdes (Stanford) on Technology, Policy and Vehicle Safety - MIT Self-Driving Cars
ML Fundamentals ⚡ AI Lesson
Chris Gerdes (Stanford) on Technology, Policy and Vehicle Safety - MIT Self-Driving Cars
Lex Fridman Beginner 8y ago
Intro to Rustlang (Vectors, HashMaps, Casting, If-Let, While-Let, and the Result Enum)
ML Fundamentals ⚡ AI Lesson
Intro to Rustlang (Vectors, HashMaps, Casting, If-Let, While-Let, and the Result Enum)
Tensor Programming Beginner 8y ago
Experimental Creative Writing with the Vectorized Word, w/ Allison Parrish - #72
ML Fundamentals ⚡ AI Lesson
Experimental Creative Writing with the Vectorized Word, w/ Allison Parrish - #72
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
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Computer Vision Fundamentals with Google Cloud
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Computer Vision Fundamentals with Google Cloud
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Graduate Admission Prediction with Pyspark ML
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Graduate Admission Prediction with Pyspark ML
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Optimize AI: Build Reusable Model Pipelines
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Optimize AI: Build Reusable Model Pipelines
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Machine Learning in the Enterprise - Português Brasileiro
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Self-paced
Machine Learning in the Enterprise - Português Brasileiro
Opens on Coursera ↗
Web of Data
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Self-paced
Web of Data
Opens on Coursera ↗
Cervical Cancer Risk Prediction Using Machine Learning
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Cervical Cancer Risk Prediction Using Machine Learning
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