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
Scikit Learn Machine Learning SVM Tutorial with Python p. 2 -  Example
ML Fundamentals
Scikit Learn Machine Learning SVM Tutorial with Python p. 2 - Example
sentdex Beginner 11y ago
Python  Machine learning with SKLearn Tutorial for Investing - Intro
ML Fundamentals ⚡ AI Lesson
Python Machine learning with SKLearn Tutorial for Investing - Intro
sentdex Beginner 11y ago
President Obama supports free Coursera Verified Certificates to teachers
ML Fundamentals
President Obama supports free Coursera Verified Certificates to teachers
Coursera Beginner 11y ago
Data Analysis in R by Dustin Tran
ML Fundamentals
Data Analysis in R by Dustin Tran
CS50 Beginner 11y ago
The Evolutionary Epic: Crash Course Big History #5
ML Fundamentals
The Evolutionary Epic: Crash Course Big History #5
CrashCourse Beginner 11y ago
BECCA chases a ball
ML Fundamentals
BECCA chases a ball
Brandon Rohrer Beginner 11y ago
Rabbits, Faces & Hyperspaces - Computerphile
ML Fundamentals ⚡ AI Lesson
Rabbits, Faces & Hyperspaces - Computerphile
Computerphile Beginner 11y ago
Drought and Famine: Crash Course World History #208
ML Fundamentals
Drought and Famine: Crash Course World History #208
CrashCourse Beginner 11y ago
BECCA plays Quidditch
ML Fundamentals
BECCA plays Quidditch
Brandon Rohrer Beginner 11y ago
Abortion: Quality Care and Public Health Implications with Jody Steinauer
ML Fundamentals
Abortion: Quality Care and Public Health Implications with Jody Steinauer
Coursera Beginner 11y ago
Allstate Purchase Prediction Challenge on Kaggle
ML Fundamentals ⚡ AI Lesson
Allstate Purchase Prediction Challenge on Kaggle
Data School Beginner 11y ago
Should Everybody Learn to Code? - Computerphile
ML Fundamentals ⚡ AI Lesson
Should Everybody Learn to Code? - Computerphile
Computerphile Beginner 12y ago
Subscribe For Tons of Python Programming videos and tutorials!
ML Fundamentals ⚡ AI Lesson
Subscribe For Tons of Python Programming videos and tutorials!
sentdex Beginner 11y ago
Climate Change, Chaos, and The Little Ice Age: Crash Course World History #206
ML Fundamentals
Climate Change, Chaos, and The Little Ice Age: Crash Course World History #206
CrashCourse Beginner 11y ago
BECCA watches the X-men and Bruce Lee
ML Fundamentals
BECCA watches the X-men and Bruce Lee
Brandon Rohrer Beginner 11y ago
Coursera Harlem Shake
ML Fundamentals
Coursera Harlem Shake
Coursera Beginner 11y ago
Resilience in Children Exposed to Trauma, Disaster and War: Global Perspectives
ML Fundamentals
Resilience in Children Exposed to Trauma, Disaster and War: Global Perspectives
Coursera Beginner 12y ago
Health Literacy and Communication for Health Professionals with Denise H. Britig
ML Fundamentals
Health Literacy and Communication for Health Professionals with Denise H. Britig
Coursera Beginner 12y ago
BECCA finds a stationary target at 3X speed
ML Fundamentals
BECCA finds a stationary target at 3X speed
Brandon Rohrer Beginner 12y ago
BECCA finds a stationary target
ML Fundamentals
BECCA finds a stationary target
Brandon Rohrer Beginner 12y ago
Programming for Everybody with Charles Severance
ML Fundamentals
Programming for Everybody with Charles Severance
Coursera Beginner 12y ago
The Chemical Mind: Crash Course Psychology #3
ML Fundamentals
The Chemical Mind: Crash Course Psychology #3
CrashCourse Beginner 12y ago
Obamanation: Crash Course US History #47
ML Fundamentals
Obamanation: Crash Course US History #47
CrashCourse Beginner 12y ago
Assessment and Teaching of 21st Century Skills with Esther Care and Patrick  Gri
ML Fundamentals
Assessment and Teaching of 21st Century Skills with Esther Care and Patrick Gri
Coursera Beginner 12y ago
L'art des structures 1 : Câbles et arcs
ML Fundamentals
L'art des structures 1 : Câbles et arcs
Coursera Beginner 12y ago
Towards an Understanding of the Complex World with   and
ML Fundamentals
Towards an Understanding of the Complex World with and
Coursera Beginner 12y ago
Physics IE with Ye Yeo and Keng Yeow Chung
ML Fundamentals
Physics IE with Ye Yeo and Keng Yeow Chung
Coursera Beginner 12y ago
Introductory Mathematics with FEI WANG and Wee Seng Ng
ML Fundamentals
Introductory Mathematics with FEI WANG and Wee Seng Ng
Coursera Beginner 12y ago
General Biology with Teck Keong Seow
ML Fundamentals
General Biology with Teck Keong Seow
Coursera Beginner 12y ago
Chemical Engineering Principles with Kanokorn Photinon
ML Fundamentals
Chemical Engineering Principles with Kanokorn Photinon
Coursera Beginner 12y ago
Watching for the unexpected: BECCA detects anomalies in video data
ML Fundamentals
Watching for the unexpected: BECCA detects anomalies in video data
Brandon Rohrer Beginner 12y ago
BECCA finds movie trailers while watching the Big Bang Theory
ML Fundamentals
BECCA finds movie trailers while watching the Big Bang Theory
Brandon Rohrer Beginner 12y ago
Image Recognition and Python Part 1
ML Fundamentals
Image Recognition and Python Part 1
sentdex Beginner 12y ago
Cloud Computing (Cloudy with a Chance of Pizza) - Computerphile
ML Fundamentals ⚡ AI Lesson
Cloud Computing (Cloudy with a Chance of Pizza) - Computerphile
Computerphile Beginner 12y ago
BECCA listens for sound effects in The Hobbit
ML Fundamentals ⚡ AI Lesson
BECCA listens for sound effects in The Hobbit
Brandon Rohrer Beginner 12y ago
BECCA listens to The Hobbit
ML Fundamentals
BECCA listens to The Hobbit
Brandon Rohrer Beginner 12y ago
Conclusion - Machine Learning and Pattern Recognition for Algorithmic Trading p. 19
ML Fundamentals
Conclusion - Machine Learning and Pattern Recognition for Algorithmic Trading p. 19
sentdex Beginner 12y ago
Preparing back-test: Machine Learning and Pattern Recognition for Algorithmic Trading p. 18
ML Fundamentals
Preparing back-test: Machine Learning and Pattern Recognition for Algorithmic Trading p. 18
sentdex Beginner 12y ago
Machine Learning and Pattern Recognition for Algorithmic Trading p. 17
ML Fundamentals
Machine Learning and Pattern Recognition for Algorithmic Trading p. 17
sentdex Beginner 12y ago
Inquiry Science Learning: Perspectives and Practices 3 - Science Content Survey
ML Fundamentals
Inquiry Science Learning: Perspectives and Practices 3 - Science Content Survey
Coursera Beginner 12y ago
Average prediction pattern recognition Machine Learning for Algorithmic Trading
ML Fundamentals
Average prediction pattern recognition Machine Learning for Algorithmic Trading
sentdex Beginner 12y ago
Predicitions From Patterns: Machine Learning and Pattern Recognition for Forex and Stock Trading
ML Fundamentals
Predicitions From Patterns: Machine Learning and Pattern Recognition for Forex and Stock Trading
sentdex Beginner 12y ago
Past outcomes as predictions: Machine Learning for Automated Trading in Forex and Stocks p. 14
ML Fundamentals
Past outcomes as predictions: Machine Learning for Automated Trading in Forex and Stocks p. 14
sentdex Beginner 12y ago
Variables in Pattern Recognition: Machine Learning for Algorithmic Trading in Forex and Stocks p. 13
ML Fundamentals
Variables in Pattern Recognition: Machine Learning for Algorithmic Trading in Forex and Stocks p. 13
sentdex Beginner 12y ago
The Camera Never Lies with Emmett Sullivan by  University of London
ML Fundamentals
The Camera Never Lies with Emmett Sullivan by University of London
Coursera Beginner 12y ago
Displaying all Patterns Recognized: Machine Learning for Algorithmic Trading in Forex and Stocks
ML Fundamentals
Displaying all Patterns Recognized: Machine Learning for Algorithmic Trading in Forex and Stocks
sentdex Beginner 12y ago
Pattern Recognition and Outcome: Machine Learning for Algorithmic Trading in Forex and Stocks
ML Fundamentals
Pattern Recognition and Outcome: Machine Learning for Algorithmic Trading in Forex and Stocks
sentdex Beginner 12y ago
Increasing Pattern Complexity: Machine Learning for Algorithmic Trading in Forex and Stocks
ML Fundamentals
Increasing Pattern Complexity: Machine Learning for Algorithmic Trading in Forex and Stocks
sentdex Beginner 12y ago
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