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
Caicloud COO and CEO on the New Age of AI Programming
ML Fundamentals
Caicloud COO and CEO on the New Age of AI Programming
The New Stack Beginner 7y ago
Chinese for HSK 1 - Chinese Characters by Peking University #11
ML Fundamentals
Chinese for HSK 1 - Chinese Characters by Peking University #11
Coursera Beginner 7y ago
Chinese for HSK 1 - Learn Chinese Greetings by Peking University #10
ML Fundamentals
Chinese for HSK 1 - Learn Chinese Greetings by Peking University #10
Coursera Beginner 7y ago
Structuring and visualizing Data - Deep Learning in Halite AI competition p.2
ML Fundamentals
Structuring and visualizing Data - Deep Learning in Halite AI competition p.2
sentdex Beginner 7y ago
Python Sets Tutorial #2 - Methods
ML Fundamentals ⚡ AI Lesson
Python Sets Tutorial #2 - Methods
Tech With Tim Beginner 7y ago
Automated Fact Checking
ML Fundamentals ⚡ AI Lesson
Automated Fact Checking
Data Skeptic Beginner 7y ago
6. Recurrent Neural Networks [RNNs]
ML Fundamentals ⚡ AI Lesson
6. Recurrent Neural Networks [RNNs]
Weights & Biases Beginner 7y ago
Should I learn pandas before scikit-learn?
ML Fundamentals ⚡ AI Lesson
Should I learn pandas before scikit-learn?
Data School Beginner 7y ago
Overview - Deep Learning in Halite AI competition p.1
ML Fundamentals
Overview - Deep Learning in Halite AI competition p.1
sentdex Beginner 7y ago
How do I select features for Machine Learning?
ML Fundamentals
How do I select features for Machine Learning?
Data School Beginner 7y ago
Scaling Deep Learning on Kubernetes at OpenAI with Christopher Berner - TWiML Talk #199
ML Fundamentals
Scaling Deep Learning on Kubernetes at OpenAI with Christopher Berner - TWiML Talk #199
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Bighead: Airbnb's Machine Learning Platform with Atul Kale - TWiML Talk #198
ML Fundamentals
Bighead: Airbnb's Machine Learning Platform with Atul Kale - TWiML Talk #198
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Unsupervised Machine Learning: Crash Course Statistics #37
ML Fundamentals
Unsupervised Machine Learning: Crash Course Statistics #37
CrashCourse Beginner 7y ago
Why 5/3 is a fundamental constant for turbulence
ML Fundamentals
Why 5/3 is a fundamental constant for turbulence
3Blue1Brown Beginner 7y ago
BINARY CLASSIFIER WITH TENSORFLOW - CS50 on Twitch, EP. 7
ML Fundamentals
BINARY CLASSIFIER WITH TENSORFLOW - CS50 on Twitch, EP. 7
CS50 Beginner 7y ago
Replay Memory Explained - Experience for Deep Q-Network Training
ML Fundamentals ⚡ AI Lesson
Replay Memory Explained - Experience for Deep Q-Network Training
deeplizard Beginner 7y ago
Detecting Fast Radio Bursts with Deep Learning
ML Fundamentals ⚡ AI Lesson
Detecting Fast Radio Bursts with Deep Learning
Data Skeptic Beginner 7y ago
Supervised Machine Learning: Crash Course Statistics #36
ML Fundamentals
Supervised Machine Learning: Crash Course Statistics #36
CrashCourse Beginner 7y ago
Machine Learning Fundamentals: The Confusion Matrix
ML Fundamentals ⚡ AI Lesson
Machine Learning Fundamentals: The Confusion Matrix
StatQuest with Josh Starmer Beginner 7y ago
Deep Q-Learning - Combining Neural Networks and Reinforcement Learning
ML Fundamentals ⚡ AI Lesson
Deep Q-Learning - Combining Neural Networks and Reinforcement Learning
deeplizard Beginner 7y ago
Building AI with TensorFlow: An Overview (TensorFlow @ O’Reilly AI Conference, San Francisco '18)
ML Fundamentals ⚡ AI Lesson
Building AI with TensorFlow: An Overview (TensorFlow @ O’Reilly AI Conference, San Francisco '18)
TensorFlow Beginner 7y ago
4. Autoencoders
ML Fundamentals
4. Autoencoders
Weights & Biases Beginner 7y ago
What is Python? Why Python is So Popular?
ML Fundamentals
What is Python? Why Python is So Popular?
Programming with Mosh Beginner 7y ago
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4
ML Fundamentals ⚡ AI Lesson
Yoshua Bengio: Deep Learning | Lex Fridman Podcast #4
Lex Fridman Beginner 7y ago
Detecting Faces (Viola Jones Algorithm) - Computerphile
ML Fundamentals ⚡ AI Lesson
Detecting Faces (Viola Jones Algorithm) - Computerphile
Computerphile Beginner 7y ago
Solve your model’s overfitting and underfitting problems - Pt.2 (Coding TensorFlow)
ML Fundamentals ⚡ AI Lesson
Solve your model’s overfitting and underfitting problems - Pt.2 (Coding TensorFlow)
TensorFlow Beginner 7y ago
Future Politics | Jamie Susskind | Talks at Google
ML Fundamentals
Future Politics | Jamie Susskind | Talks at Google
Talks at Google Beginner 7y ago
How convolutional neural networks work, in depth
ML Fundamentals
How convolutional neural networks work, in depth
Brandon Rohrer Beginner 7y ago
Chinese for HSK 1 - Learn to Write Chinese Characters by Peking University #9
ML Fundamentals
Chinese for HSK 1 - Learn to Write Chinese Characters by Peking University #9
Coursera Beginner 7y ago
Chinese for HSK 1 - Learn Chinese (Phone Numbers) by Peking University #8
ML Fundamentals
Chinese for HSK 1 - Learn Chinese (Phone Numbers) by Peking University #8
Coursera Beginner 7y ago
Chinese for HSK 1 - Writing Chinese Language by Peking University #7
ML Fundamentals
Chinese for HSK 1 - Writing Chinese Language by Peking University #7
Coursera Beginner 7y ago
Chinese for HSK 1 - Learn Chinese Numbers and Ages by Peking University #6
ML Fundamentals
Chinese for HSK 1 - Learn Chinese Numbers and Ages by Peking University #6
Coursera Beginner 7y ago
Chinese for HSK 1 - Chinese Writing  by Peking University #5
ML Fundamentals
Chinese for HSK 1 - Chinese Writing by Peking University #5
Coursera Beginner 7y ago
Chinese for HSK 1 - Learn to Speak Chinese (Countries & Nationalities) by Peking University #4
ML Fundamentals
Chinese for HSK 1 - Learn to Speak Chinese (Countries & Nationalities) by Peking University #4
Coursera Beginner 7y ago
Chinese for HSK 1 - Writing Chinese Characters by Peking University #3
ML Fundamentals
Chinese for HSK 1 - Writing Chinese Characters by Peking University #3
Coursera Beginner 7y ago
Chinese for HSK 1 - Chinese Greetings and Basic Conversation by Peking University #2
ML Fundamentals
Chinese for HSK 1 - Chinese Greetings and Basic Conversation by Peking University #2
Coursera Beginner 7y ago
Chinese for HSK 1 - Introduction to Everyday Chinese by Peking University #1
ML Fundamentals
Chinese for HSK 1 - Introduction to Everyday Chinese by Peking University #1
Coursera Beginner 7y ago
What is Data Science? - What is the Cloud? by IBM #6
ML Fundamentals
What is Data Science? - What is the Cloud? by IBM #6
Coursera Beginner 7y ago
What is Data Science? - Data Science Topics and Algorithms by IBM #5
ML Fundamentals
What is Data Science? - Data Science Topics and Algorithms by IBM #5
Coursera Beginner 7y ago
What is Data Science? - Advice for New Data Scientists by IBM #3
ML Fundamentals
What is Data Science? - Advice for New Data Scientists by IBM #3
Coursera Beginner 7y ago
What is Data Science - A day in the Life of a Data Scientist by IBM #4
ML Fundamentals
What is Data Science - A day in the Life of a Data Scientist by IBM #4
Coursera Beginner 7y ago
What is Data Science? - The Many Paths to Data Science by IBM #2
ML Fundamentals
What is Data Science? - The Many Paths to Data Science by IBM #2
Coursera Beginner 7y ago
What is Data Science? - Introduction by IBM #1
ML Fundamentals
What is Data Science? - Introduction by IBM #1
Coursera Beginner 7y ago
Facebook's FBLearner Platform with Aditya Kalro - TWiML Talk #197
ML Fundamentals
Facebook's FBLearner Platform with Aditya Kalro - TWiML Talk #197
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
Making sense of the confusion matrix
ML Fundamentals
Making sense of the confusion matrix
Data School Beginner 7y ago
Natural Language Processing at StockTwits with Garrett Hoffman - TWiML Talk #194
ML Fundamentals
Natural Language Processing at StockTwits with Garrett Hoffman - TWiML Talk #194
The TWIML AI Podcast with Sam Charrington Beginner 7y ago
CNN Image Preparation Code Project - Learn to Extract, Transform, Load (ETL)
ML Fundamentals
CNN Image Preparation Code Project - Learn to Extract, Transform, Load (ETL)
deeplizard Beginner 7y ago
Dataset for Deep Learning - Fashion MNIST
ML Fundamentals ⚡ AI Lesson
Dataset for Deep Learning - Fashion MNIST
deeplizard Beginner 7y ago
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