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Book Overview & Buying
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Table Of Contents
Data Science and Machine Learning (Theory and Projects) A to Z
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Data Science and Machine Learning (Theory and Projects) A to Z
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Overview of this book
This course is crafted to teach you the most in-demand skills in the real world. This course aims to help you understand all the data science and machine learning concepts and methodologies with regard to Python.
When you take a quick look at the different sections of this course, you may think of these sections as being independent. However, these sections are interlinked and almost sequential. Each section is an independent concept and is like a course on its own. We have deliberately arranged these sections in a sequence as each subsequent section builds upon the sections you have completed. This framework enables you to explore more independent concepts easily.
At the end of every subsection, you are assigned homework to further strengthen your learning. All these assessments are based on the previous concepts and methods you have learned. Several of these assessment tasks will be coding-based, as the main aim is to get you up and proceeding to implementations.
By the end of this course, you will be able to easily tackle real-world problems and ensure steady career growth and will be equipped with the knowledge of all the essential concepts you need in order to excel as a data science professional.
The complete code bundle for this course is available at: https://github.com/PacktPublishing/Data-Science-and-Machine-Learning-Theory-and-Projects-A-to-Z
Table of Contents (9 chapters)
Introduction to the Course
Basics for Data Science: Python for Data Science and Data Analysis
Basics for Data Science: Data Understanding and Data Visualization with Python
Basics for Data Science: Mastering Probability and Statistics in Python
Machine Learning: Machine Learning Crash Course
Machine Learning: Feature Engineering and Dimensionality Reduction with Python
Deep learning: Artificial Neural Networks with Python
Deep learning: Convolutional Neural Networks with Python
Deep learning: Recurrent Neural Networks with Python
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