Machine Learning and Data Science Blueprints for Finance is popular PDF and ePub book, written by Hariom Tatsat in 2020-10-01, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Machine Learning and Data Science Blueprints for Finance can be Read Online from any device for your convenience.
Machine Learning and Data Science Blueprints for Finance Book PDF Summary
Over the next few decades, machine learning and data science will transform the finance industry. With this practical book, analysts, traders, researchers, and developers will learn how to build machine learning algorithms crucial to the industry. You’ll examine ML concepts and over 20 case studies in supervised, unsupervised, and reinforcement learning, along with natural language processing (NLP). Ideal for professionals working at hedge funds, investment and retail banks, and fintech firms, this book also delves deep into portfolio management, algorithmic trading, derivative pricing, fraud detection, asset price prediction, sentiment analysis, and chatbot development. You’ll explore real-life problems faced by practitioners and learn scientifically sound solutions supported by code and examples. This book covers: Supervised learning regression-based models for trading strategies, derivative pricing, and portfolio management Supervised learning classification-based models for credit default risk prediction, fraud detection, and trading strategies Dimensionality reduction techniques with case studies in portfolio management, trading strategy, and yield curve construction Algorithms and clustering techniques for finding similar objects, with case studies in trading strategies and portfolio management Reinforcement learning models and techniques used for building trading strategies, derivatives hedging, and portfolio management NLP techniques using Python libraries such as NLTK and scikit-learn for transforming text into meaningful representations
Detail Book of Machine Learning and Data Science Blueprints for Finance PDF
- Author : Hariom Tatsat
- Release : 01 October 2020
- Publisher : "O'Reilly Media, Inc."
- ISBN : 9781492073000
- Genre : Computers
- Total Page : 432 pages
- Language : English
- PDF File Size : 8,5 Mb
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