Book Image

Learn Algorithmic Trading

By : Sebastien Donadio, Sourav Ghosh
Book Image

Learn Algorithmic Trading

By: Sebastien Donadio, Sourav Ghosh

Overview of this book

It’s now harder than ever to get a significant edge over competitors in terms of speed and efficiency when it comes to algorithmic trading. Relying on sophisticated trading signals, predictive models and strategies can make all the difference. This book will guide you through these aspects, giving you insights into how modern electronic trading markets and participants operate. You’ll start with an introduction to algorithmic trading, along with setting up the environment required to perform the tasks in the book. You’ll explore the key components of an algorithmic trading business and aspects you’ll need to take into account before starting an automated trading project. Next, you’ll focus on designing, building and operating the components required for developing a practical and profitable algorithmic trading business. Later, you’ll learn how quantitative trading signals and strategies are developed, and also implement and analyze sophisticated trading strategies such as volatility strategies, economic release strategies, and statistical arbitrage. Finally, you’ll create a trading bot from scratch using the algorithms built in the previous sections. By the end of this book, you’ll be well-versed with electronic trading markets and have learned to implement, evaluate and safely operate algorithmic trading strategies in live markets.
Table of Contents (16 chapters)
Title Page

Understanding the trading system

A trading system will help you to automate your trading strategy. When you choose to build this kind of software, you need to take the following into consideration:

  • Asset class: When you code, knowing which asset class will be used in your trading system will modify the data structure of this software. Each asset class is idiosyncratic and has its own set of features. US stocks are mainly traded on two exchanges (NY Stock Exchange and NASDAQ). There are about 6,000 companies (symbols) listed on these two exchanges. Unlike equities, Foreign Exchange (FX) has six major currency pairs, six minor currency pairs, and six more exotic currency pairs. We can add more currency pairs, but there will not be more than 100 currency pairs. However, there will be hundreds of market players (banks, brokers).
  • Trading strategy type (high frequency, long-term position...