Python Algorithmic Trading Cookbook: All the recipes you need to implement your own algorithmic trading strategies in Python
暫譯: Python 演算法交易食譜:實現您自己的演算法交易策略所需的所有食譜
Dagade, Pushpak
- 出版商: Packt Publishing
- 出版日期: 2020-08-28
- 售價: $1,700
- 貴賓價: 9.5 折 $1,615
- 語言: 英文
- 頁數: 542
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1838989358
- ISBN-13: 9781838989354
-
相關分類:
Python、程式語言、Algorithms-data-structures
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商品描述
Build a solid foundation in algorithmic trading by developing, testing and executing powerful trading strategies with real market data using Python
Key Features
- Build a strong foundation in algorithmic trading by becoming well-versed with the basics of financial markets
- Demystify jargon related to understanding and placing multiple types of trading orders
- Devise trading strategies and increase your odds of making a profit in stock markets without human intervention
Book Description
Python is a very popular language used to build and execute algorithmic trading strategies. If you want to find out how you can build a solid foundation in algorithmic trading using the language, this cookbook is here to help.
Starting by setting up the Python environment for trading and connectivity with brokers, you'll then learn the important aspects of financial markets. As you progress through this algorithmic trading book, you'll learn to fetch financial instruments, query and calculate various types of candles and historical data, and finally, compute and plot technical indicators. Next, you'll discover how to place various types of orders, such as regular, bracket, and cover orders, and understand their state transitions. You'll also uncover challenges faced while devising and executing powerful algorithmic trading strategies from scratch. Later chapters will take you through backtesting, paper trading, and finally real trading for the algorithmic strategies that you've created from the ground up. You'll even understand how to automate trading and find the right strategy for making effective decisions that would otherwise be impossible for human traders.
By the end of this book, you'll be able to use Python for algorithmic trading by implementing Python libraries to conduct key tasks in the algorithmic trading ecosystem.
What you will learn
- Use Python to set up connectivity with brokers
- Handle and manipulate time series data using Python
- Fetch a list of exchanges, segments, financial instruments, and historical data to interact with the real market
- Understand, fetch, and calculate various types of candles and use them to compute and plot diverse types of technical indicators
- Develop and improve the performance of algorithmic trading strategies
- Perform backtesting and paper trading on algorithmic trading strategies
- Implement real trading in the live hours of stock markets
Who this book is for
If you are a financial analyst, financial trader, data analyst, algorithmic trader, trading enthusiast or anyone who wants to learn algorithmic trading with Python and important techniques to address challenges faced in the finance domain, this book is for you. Basic working knowledge of the Python programming language is expected. Although fundamental knowledge of trade-related terminologies will be helpful, it is not mandatory.
商品描述(中文翻譯)
建立穩固的算法交易基礎,透過使用 Python 開發、測試和執行強大的交易策略,並利用真實市場數據。
主要特點
- 通過熟悉金融市場的基本知識,建立堅實的算法交易基礎
- 解釋與理解和下達多種類型交易訂單相關的術語
- 設計交易策略,增加在股市中無需人為干預獲利的機會
書籍描述
Python 是一種非常受歡迎的語言,用於構建和執行算法交易策略。如果您想了解如何使用這種語言建立穩固的算法交易基礎,這本食譜書將為您提供幫助。
本書將從設置 Python 環境以進行交易和與經紀商的連接開始,然後您將學習金融市場的重要方面。在您進入這本算法交易書的過程中,您將學會獲取金融工具、查詢和計算各種類型的 K 線和歷史數據,最後計算和繪製技術指標。接下來,您將發現如何下達各種類型的訂單,例如普通訂單、括號訂單和覆蓋訂單,並理解它們的狀態轉換。您還將揭示在從零開始設計和執行強大的算法交易策略時所面臨的挑戰。後面的章節將帶您進行回測、模擬交易,最後是您從頭開始創建的算法策略的實際交易。您甚至會了解如何自動化交易,並找到適合做出有效決策的策略,這些決策對人類交易者來說是無法實現的。
在本書結束時,您將能夠使用 Python 進行算法交易,通過實現 Python 庫來執行算法交易生態系統中的關鍵任務。
您將學到的內容
- 使用 Python 設置與經紀商的連接
- 使用 Python 處理和操作時間序列數據
- 獲取交易所、細分市場、金融工具和歷史數據的列表,以與真實市場互動
- 理解、獲取和計算各種類型的 K 線,並使用它們來計算和繪製多種技術指標
- 開發和改善算法交易策略的性能
- 對算法交易策略進行回測和模擬交易
- 在股市的實時交易時間內實施實際交易
本書適合誰
如果您是金融分析師、金融交易員、數據分析師、算法交易員、交易愛好者或任何希望學習使用 Python 進行算法交易及解決金融領域挑戰的重要技術的人,本書適合您。預期具備基本的 Python 程式語言工作知識。雖然對交易相關術語的基本知識會有所幫助,但並非強制要求。