Training Your Systems with Python Statistical Modeling [Video]

Training Your Systems with Python Statistical Modeling [Video]

Curtis Miller

Learn statistical analysis by using various machine learning models
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Video Details

ISBN 13 9781788293402
Course Length 4 hours 5 minutes

Table of Contents

Video Description

Python, a multi-paradigm programming language, has become the language of choice for data scientists for data analysis, visualization, and machine learning. This course takes you through the various different concepts that get you acquainted and working with the different aspects of Machine Learning.

You’ll start by diving into classical statistical analysis, where you will learn to compute descriptive statistics with Pandas. From there, you will be introduced to supervised learning, where you will explore the principles of machine learning and train different machine learning models. Next, you’ll work with binary prediction models, such as data classification using K-nearest neighbors, decision trees, and random forests.

After that, you’ll work with algorithms for regression analysis, and employ different types of regression, such as ridge and lasso regression, and spline interpolation using SciPy. Then, you’ll work on neural networks, train them, and employ regression on neural networks. You’ll be introduced to clustering, and learn to evaluate cluster model results, as well as employ different clustering types such as hierarchical and spectral clustering. Finally, you’ll learn about the dimensionality reduction concepts such as principal component analysis and low dimension representation.

Style and Approach

This course balances in-depth content with tutorials that put the theory into practice. This course will give you both a theoretical understanding and practical examples that show you the art of statistical modeling and training with the help of Python’s various tools and packages.

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What You Will Learn

  • Find correlations in your data using SciPy
  • Train different machine learning models and evaluate their results
  • Make predictions using Naïve Bayes Algorithm with the help of Python code
  • Employ support vector machines for classification and detection
  • Employ ridge and lasso regression models
  • Train a neural network

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Table of Contents

Video Details

ISBN 139781788293402
Course Length4 hours 5 minutes
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