Learn Machine Learning


Machine Learning has been defined as the "Field of study that gives computers the ability to learn without being explicitly programmed." Learn Machine Learning from the experts, plus the newest in Artificial Intelligence. Take Deep Learning created with Google's own Deep Mind team. Find out if you have what it takes to be a Machine Learning Engineer or a Data Scientist!

Intro to Machine Learning

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Welcome from Sebastian Thrun
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The Google Self Driving Car
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Getting Started with SKLearn

Intro to Descriptive Statistics

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Intro to Descriptive Statistics
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Believe Results
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Measure Results
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Define Constructs

Intro to Data Science

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Learn Data Science
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Basic Data Science Skills
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Intro to Numpy and Pandas
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Meet Nick: Udacity Data Scientist

Unsupervised Learning

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Supervised Learning
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Induction and Deduction
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Reinforcement Learning

Reinforcement Learning

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Decision Making
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In a Grid World...
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API
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Q Learning Convergence

Deep Learning

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Welcome to Deep Learning
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Supervised Classification
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Cross Entropy
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Kaggle Challenge - Higgs Boson

Intro to Artificial Intelligence

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Intro to AI
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Intelligent Agents
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Graph Search
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Robotic Cars

A.I. for Robotics

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Localization - Robots Lost in Space
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Generalized Uniform Distribution
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Normalize Distribution
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Bayes' Rule

Useful Resources

Libraries

scikit-learn (Python)

Machine Learning in Python: simple and efficient tools for data mining and data analysis.

caret (R)

Classification, regression training, and predictive modeling in R.

Books
Demos
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