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Brandon Rohrer
Brandon Rohrer
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The Complete Course Catalog
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The Full End-to-End Machine Learning Catalog
26 Course Bundle
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$99
Sponsor a Student
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Help put learning machine learning within everyone's reach
Brandon Rohrer
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$3
322. Convolutional neural networks in two dimensions
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Image classification on the MNIST and CIFAR-10 data sets
Brandon Rohrer
%
COMPLETE
$9
321. Convolutional Neural Networks in One Dimension
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Brandon Rohrer
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COMPLETE
$9
314. Neural Network Optimization
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Build your own deep neural network image compressor and tune it to peak performance
Brandon Rohrer
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COMPLETE
$9
313. Advanced Neural Network Methods
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Take a neural network from bare-bones to state-of-the-art
Brandon Rohrer
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COMPLETE
$9
312. Build a Neural Network Framework
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Code your own neural network framework from scratch
Brandon Rohrer
%
COMPLETE
$9
311. Neural Network Visualization
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Use Matplotlib to see what's going on in an autoencoder
Brandon Rohrer
%
COMPLETE
$9
221. The k-nearest neighbors algorithm
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Learn k-NN by using it in classification, regression, and interpolation case studies
Brandon Rohrer
%
COMPLETE
$9
213. Nonlinear Modeling and Optimization
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Use python, scipy, and optimization to choose the best breed of dog for you
Brandon Rohrer
%
COMPLETE
$9
212. Time-Series Analysis
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Build your own weather predictor
Brandon Rohrer
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COMPLETE
$9
211. Decision Trees with Python and Pandas
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Time your subway commute
Brandon Rohrer
%
COMPLETE
$9
209. Cottonwood examples
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A collection of case studies using the Cottonwood machine learning framework
Brandon Rohrer
%
COMPLETE
FREE
201. Intro to Python
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A very first Python course
Brandon Rohrer
%
COMPLETE
$9
193. How Deep Neural Networks Work
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A conceptual overview of neural networks, the workhorse of artificial intelligence
Brandon Rohrer
%
COMPLETE
FREE
191. How Selected Models and Methods Work
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A collection of explainer tutorials on how machine learning and statistical concepts work
Brandon Rohrer
%
COMPLETE
FREE
173. How Optimization Works
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A short series on the fundamentals of optimization for machine learning
Brandon Rohrer
%
COMPLETE
FREE
171. How to Choose a Model
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A short series on the fundamentals of model family selection and model fitting
Brandon Rohrer
%
COMPLETE
FREE
137. Signal Processing Techniques
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Pulling information from your data
Brandon Rohrer
%
COMPLETE
FREE
135. Python concepts and cookbooks II
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Advanced topics
Brandon Rohrer
%
COMPLETE
FREE
134. Python concepts and cookbooks I
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Foundations
Brandon Rohrer
%
COMPLETE
FREE
133. Navigating Matplotlib
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Get matplotlib to do just what you want
Brandon Rohrer
%
COMPLETE
FREE
131. Data Munging Tips and Tricks
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A repository of how-to's for the quirks of working with data
Brandon Rohrer
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COMPLETE
FREE
121. Navigating a Data Science Career
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Advice and experiences on preparing for, getting, and excelling at a data science job.
Brandon Rohrer
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COMPLETE
FREE
112. Getting ready to learn Python, Windows edition
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Write your very first Python program, even if this is your first time touching a keyboard
Brandon Rohrer
%
COMPLETE
FREE
111. Getting ready to learn Python, Mac edition
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Write your very first Python program, even if this is your first time touching a keyboard
Brandon Rohrer
%
COMPLETE
FREE
101. Data Science Concepts
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A gentle introduction to data science ideas and methods
Brandon Rohrer
%
COMPLETE
FREE
000. Foundational Skills
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Some things that will be helpful as you jump in to machine learning
Brandon Rohrer
%
COMPLETE
FREE
