使用Python、Reddit、Twitter和ChatGPT分析股票趋势

了解如何使用Python、PRAW、Twitter API和OpenAI API来了解股票趋势。在这个全面的实践课程中，您将使用Python、PRAW、Twitter API和ChatGPT深入研究股票分析的世界。你将专注于利用社交媒体数据来识别趋势股票，并提取有价值的见解。通过将Python的强大功能与来自Twitter和Reddit的实时信息相结合，您将在分析市场趋势方面获得竞争优势。首先，您将使用PRAW (Python Reddit API包装器)深入分析Reddit数据。学会从热门子话题中提取与股票相关的评论，识别提到的股票代号，并从讨论中捕捉关键情绪指标。你将深入了解市场情绪和社区认知，发现可能影响投资决策的趋势。接下来，您将学习如何使用Twitter API从Twitter收集数据。发现检索与股票相关的推文的技术，并过滤您想要的推文。发现隐藏在浩瀚的社交媒体帖子中的有价值的信息。为了提取大量信息，您将使用ChatGPT，这是OpenAI的一种高级语言模型。您将利用自然语言处理(NLP)的能力生成从Twitter和Reddit收集的股票相关评论的简明摘要。了解如何微调ChatGPT，以更好地总结金融讨论，使您能够有效地抓住对话的本质。根据总结的见解，您将创建可定制的电子邮件报告，向您自己或您的订户提供最相关的最新信息。利用Python中的SMTP和MIME，您可以以专业的方式自动化发送报告的过程。您将探索模板定制、电子邮件变量处理和错误处理的技术，以确保报告的顺利交付。在整个课程中，你将获得超越股票分析的实用技能。您将学习使用API、处理数据收集和预处理、实现NLP技术以及开发自动化系统。这些技能可以应用于金融、技术和数据分析的各种现实场景。Trending Stocks with Python, Reddit, Twitter, and ChatGPT

课程结束时，你将能够充分利用Python、PRAW、Twitter API和ChatGPT来分析趋势股票。您将能够收集和处理来自Twitter和Reddit的数据，提取有价值的见解，生成汇总报告，并自动化交付过程。准备作出明智的投资决策，并发现股市分析动态世界中隐藏的机会。

由Steve Avon创作
MP4 |视频:h264，1280×720 |音频:AAC，44.1 KHz，2声道
类型:电子教学|语言:英语|时长:19节课(3小时45分钟)|大小:1.87 GB

你会学到什么
了解如何使用Python和PRAW从Reddit帖子中收集和分析数据
探索Twitter API收集股票趋势实时数据的能力
了解如何利用ChatGPT的力量来总结大量评论并提取关于趋势股票的宝贵见解。
开发记录和调试代码的实用技能，并学习如何在AWS S3中存储日志，以确保平稳运行和易于使用
了解如何使用Python中的电子邮件模板设置自动电子邮件系统

要求
有一些开发经验，但不一定要Python经验。
一个开放的API密钥

Learn how to use Python, PRAW, the Twitter API, and the OpenAI API to unlock insights on trending stocks.

What you’ll learn
Learn how to use Python and PRAW to collect and analyze data from Reddit posts
Explore the power of the Twitter API to gather real-time data on trending stocks
Discover how to leverage the power of ChatGPT to summarize large volumes of comments and extract valuable insights on trending stocks.
Develop practical skills in logging and debugging code, and learn how to store logs in AWS S3 to ensure smooth operation and ease of use
Learn how to set up an automated email system with email templates in Python

Requirements
Some development experience, but it doesn’t necessarily have to be Python experience.
An OpenAI API Key

Description
In this comprehensive hands-on course, you’ll delve into the world of stock analysis using Python, PRAW, Twitter API, and ChatGPT. You’ll focus on leveraging social media data to identify trending stocks and extract valuable insights. By combining the power of Python with the real-time information from Twitter and Reddit, you’ll gain a competitive edge in analyzing market trends.First, you’ll dive into analyzing Reddit data using PRAW (Python Reddit API Wrapper). Learn to extract stock-related comments from popular subreddits, identify stock tickers mentioned, and capture key sentiment indicators from the discussions. You’ll gain insights into market sentiment and community perceptions, uncovering trends that can influence investment decisions.Next, you’ll learn how to gather data from Twitter using the Twitter API. Discover techniques to retrieve tweets related to stocks, and filter for the tweets that you want. Uncover the valuable information hidden within the vast sea of social media posts.To distill the vast amount of information, you’ll employ ChatGPT, an advanced language model from OpenAI. You’ll harness the power of natural language processing (NLP) to generate concise summaries of the stock-related comments collected from Twitter and Reddit. Discover how to fine-tune ChatGPT for better performance in summarizing financial discussions, enabling you to capture the essence of the conversations effectively.With the summarized insights in hand, you’ll create customizable email reports to deliver the most relevant and up-to-date information to yourself or your subscribers. Utilizing SMTP and MIME in Python, you’ll automate the process of sending the reports with a professional touch. You’ll explore techniques for template customization, email variable handling, and error handling to ensure smooth delivery of the reports.Throughout the course, you’ll gain practical skills that extend beyond stock analysis. You’ll learn to work with APIs, handle data collection and preprocessing, implement NLP techniques, and develop automated systems. These skills can be applied to various real-world scenarios in finance, technology, and data analysis.By the end of the course, you’ll be well-equipped to analyze trending stocks by leveraging the power of Python, PRAW, Twitter API, and ChatGPT. You’ll have the ability to gather and process data from Twitter and Reddit, extract valuable insights, generate summarized reports, and automate the delivery process. Prepare to make informed investment decisions and uncover hidden opportunities in the dynamic world of stock market analysis.