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1. Analyzing-Data-with-Python Analyzing-Data-with-Python Public

   This course will take you from the basics of Python to exploring many different types of data. You will learn how to prepare data for analysis, perform simple statistical analysis, create meaningfu…

   Python

2. Linear-Regression Linear-Regression Public

   This week we’re covering linear regression with multiple variables. we’ll show how linear regression can be extended to accommodate multiple input features. We also discuss best practices for imple…

   MATLAB

3. Logistic-Regression Logistic-Regression Public

   Logistic regression is a method for classifying data into discrete outcomes. For example, we might use logistic regression to classify an email as spam or not spam. In this module, we introduce the…

   MATLAB

4. Neural-Networks-Learning Neural-Networks-Learning Public

   The Neural Network is one of the most powerful learning algorithms (when a linear classifier doesn't work, this is what I usually turn to), and this week's videos explain the 'backpropagation' alg…

   MATLAB

5. Neural-Networks-Representation Neural-Networks-Representation Public

   Neural networks is a model inspired by how the brain works. It is widely used today in many applications: when your phone interprets and understand your voice commands, it is likely that a neural …

   MATLAB

6. regularized-linear-regression-and-bias-vs.-variance regularized-linear-regression-and-bias-vs.-variance Public

   MATLAB