Thoughtful Data Science brings new strategies and a carefully crafted programmer's toolset to work with modern, cutting-edge data analysis. This new approach is designed specifically to give developers more efficiency and power to create cutting-edge data analysis and artificial intelligence insights.

David Taieb introduces four projects designed to connect developers to important industry use cases in data science. The first is an image recognition application with TensorFlow, to meet the growing importance of AI in data analysis. The second analyses social media trends to explore big data issues and natural language processing. The third is a financial portfolio analysis application using time series analysis, pivotal in many data science applications today. The fourth involves applying graph algorithms to solve data problems. Taieb wraps up with a deep look into the future of data science for developers and his views on AI for data science.

What you will learn

Bridge the gap between developer and data scientist with a Python-based toolset

Work with and assess the impact of artificial intelligence in data science

Work with TensorFlow, graphs, natural language processing, and time series

Deep dive into multiple industry data science use cases

Look into the future of data analysis and where to develop your skills

Who this book is for

This book is for established developers who want to bridge the gap between programmers and data scientists. With the introduction of PixieDust from its creator, the book will also be a great desk companion for the already accomplished Data Scientist. Some fluency in data interpretation and visualization is also assumed since this book addresses data professionals such as business and general data analysts. It will be helpful to have some knowledge of Python, using Python libraries, and some proficiency in web development.

Table of Contents

Perspectives on Data Science from a Developer

PixieApp under the Hood

Deploying PixieApps to the Web with the PixieGateway Server

Best Practices and Advanced PixieDust Concepts

Image Recognition with TensorFlow

Big Data Twitter Sentiment Analysis

Financial Time Series Analysis and Forecasting

US Domestic Flight Data Analysis Using Graphs

Final Thoughts

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