The Complete Course Catalog
The Full End-to-End Machine Learning Catalog
If you want to simplify your life and get access to all the courses with one click for the price of a cup of tea per week, this is the way to go.
Here are some recommended courses sequences if you need inspiration for where to start.Courses Included with Purchase
322. Convolutional neural networks in two dimensions
Image classification on the MNIST and CIFAR-10 data sets
$9
321. Convolutional Neural Networks in One Dimension
$9
314. Neural Network Optimization
Build your own deep neural network image compressor and tune it to peak performance
$9
313. Advanced Neural Network Methods
Take a neural network from bare-bones to state-of-the-art
$9
312. Build a Neural Network Framework
Code your own neural network framework from scratch
$9
311. Neural Network Visualization
Use Matplotlib to see what's going on in an autoencoder
$6
213. Nonlinear Modeling and Optimization
Use python, scipy, and optimization to choose the best breed of dog for you
$9
212. Time-Series Analysis
Build your own weather predictor
$9
211. Decision Trees with Python and Pandas
Time your subway commute
$9
209. Cottonwood examples
A collection of case studies using the Cottonwood machine learning framework
FREE
201. Intro to Python
A very first Python course
$9
193. How Deep Neural Networks Work
A conceptual overview of neural networks, the workhorse of artificial intelligence
FREE
191. How Selected Models and Methods Work
A collection of explainer tutorials on how machine learning and statistical concepts work
FREE
173. How Optimization Works
A short series on the fundamentals of optimization for machine learning
FREE
171. How to Choose a Model
A short series on the fundamentals of model family selection and model fitting
FREE
137. Signal Processing Techniques
Pulling information from your data
FREE
135. Python concepts and cookbooks II
Advanced topics
FREE
134. Python concepts and cookbooks I
Foundations
FREE
133. Navigating Matplotlib
Get matplotlib to do just what you want
FREE
131. Data Munging Tips and Tricks
A repository of how-to's for the quirks of working with data
FREE
121. Navigating a Data Science Career
Advice and experiences on preparing for, getting, and excelling at a data science job.
FREE
112. Getting ready to learn Python, Windows edition
Write your very first Python program, even if this is your first time touching a keyboard
FREE
111. Getting ready to learn Python, Mac edition
Write your very first Python program, even if this is your first time touching a keyboard
FREE
101. Data Science Concepts
A gentle introduction to data science ideas and methods
FREE
000. Foundational Skills
Some things that will be helpful as you jump in to machine learning
FREE
Original Price: $87
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