We'll learn coding fundamentals with Python. Along the way, we'll pull data from the web, and create interactive graphs of our data.
Click on the free interactive lessons to begin. And checkout the companion videos to learn to code with a special guest.
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We'll learn how to select, explore and plot data in Pandas. We'll do so using flood data from the FEMA API, and movie revenue data from 538.
Click on the free interactive lessons to begin.
We'll learn the fundamentals of machine learning with decision trees. This includes learning about the common components of all machine learning algorithms, training a model in sklearn, and the test-train split. We'll also learn how to work with the pandas library to collect, explore, and modify our data.
Training Decision Trees
We'll build a neural network from scratch. Along the way, we'll learn the calculus and matrix algebra fundamentals for understanding machine learning algorithms.
A single neuron
A neural network