Algorithmic trading on Alpaca's Platform - Deep Dive

所在平台: Udemy

课程主页: https://www.udemy.com/course/algorithmic-trading-on-alpacas-platform-deep-dive/

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课程简介

课程名称:Alpaca平台上的算法交易 - 深入探讨 课程概述: Alpaca通过提供无佣金、仅基于API的股票交易平台,革新了交易方式。本课程将帮助您深入理解Alpaca的API,并学习如何利用其实现交易策略。您将掌握API架构的关键概念(如基于REST/HTTPS的API、Websocket连接等),并为在Alpaca平台上构建复杂交易策略做好准备。该课程无需您创建Alpaca的交易账户,因其还提供了卓越的纸上交易账户,可以帮助您测试策略。 您可以期待获得以下技能: - 理解API交易的什么、为什么和如何 - Alpaca的API基础 - 提取历史数据 - 利用流式逐笔数据 - 使用Python添加技术指标 - 将Alpaca与TradingView图表集成 - 策略回测 - 全面的策略设计与部署 - 使用多线程实现流数据策略 - SQLite数据库管理 - 策略回测 - 在云平台(AWS EC2)上部署和运行策略 课程要求: 请注意,本课程要求具备基本的Python编程能力。您至少应对以下内容感到舒适: - 基本的数据类型和格式 - 基本的数据结构(如列表、字典、元组等) - 如何创建Python函数 - 如何在Python中实现循环 - 安装和导入库 此外,基本的金融/交易概念熟悉度也是必需的。尽管我为技术指标、策略设计、KPI、风险管理等概念花费了合理的时间进行解释,但一些先前的使用经验会非常有帮助。

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课程详情

Alpaca has revolutionized trading by providing a commission free, API only stock trading platform. This course will help you gain thorough understanding about Alpaca's API and learn how to use it to implement trading strategy. The course will help you understand key concepts pertaining to API architecture (REST/HTTPS based API, Websocket connection etc.) and will prepare you well to build complex trading strategies on Alpaca's platform. You do not have to create a trading account with Alpaca to explore their API, as they also provide an excellent paper trading account which can help you test your strategies as well.You can expect to gain the following skills from this courseWhat, Why & How of API tradingAlpaca's API fundamentalsExtracting historical dataHarnessing streaming tick level dataIncorporating technical indicators using pythonIntegrating Alpaca with TradingView chartingBacktesting strategiesEnd to End strategy design and deploymentUsing multithreading to implement streaming data based strategiesSqlite database managementBacktesting strategiesDeploying and running strategies on cloud (AWS EC2)#############################################################################################Important note - Course prerequisites:Please note that this course requires basic python proficiency. At the minimum, you should be comfortable with:basic python data types and formatbasic python data structures such as list, dictionary, tuple etc. how to create python functionshow to implement loops in pythoninstalling and importing libraries In addition, basic familiarity with finance/trading concepts is also required. Although, I have devoted reasonable time explaining concepts like technical indicators, strategy design, KPIs, risk management etc., some prior experience using these concepts would be very beneficial.#############################################################################################

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