Packt
Financial Analysis - Build a ChatGPT Pairs Trading Bot
Packt

Financial Analysis - Build a ChatGPT Pairs Trading Bot

Included with Coursera Plus

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

9 hours to complete
3 weeks at 3 hours a week
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

9 hours to complete
3 weeks at 3 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Understand: Explain common mistakes when using ChatGPT for coding and their solutions.

  • Apply: Utilize ChatGPT to build a pairs trading bot in Python.

  • Analyze: Differentiate between various algorithmic and algo-trading strategies.

  • Evaluate: Assess the effectiveness of trading strategies through z-scores, log returns, cumulative returns, and portfolio returns.

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Recently updated!

August 2024

Assessments

7 assignments

Taught in English

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There are 9 modules in this course

In this module, we will introduce the course objectives, outline the scope of the project you will be working on, and provide an overview of the tools and resources you will need to succeed.

What's included

3 videos1 assignment

In this module, we will explore key strategies for succeeding in this course and guide you on where to find the code needed for your project. These foundational steps will ensure you are well-prepared for the journey ahead.

What's included

2 videos

In this module, we will delve into pairs trading, beginning with understanding its core principles and intuition. You will learn how to leverage ChatGPT for developing and refining trading strategies, correct various aspects of these strategies, and measure their performance. Additionally, we'll explore advanced topics such as log returns, long-only strategies, and iterative improvements using feedback and suggestions.

What's included

22 videos1 assignment

In this module, we will focus on validating the robustness of our trading strategies. You'll conduct a mean reversion test to verify the foundational assumptions and a pairs trading test to ensure the practical reliability of the strategies developed in the previous sections.

What's included

2 videos1 assignment

In this module, we will conclude the course by summarizing the key lessons and insights you have gained. Additionally, we will reflect on how ChatGPT has contributed to personalizing your learning journey, enhancing your understanding and application of pairs trading strategies.

What's included

2 videos1 assignment

In this module, we will guide you through setting up your development environment using Anaconda. You will learn how to install crucial libraries like NumPy, SciPy, Matplotlib, Pandas, IPython, Theano, and TensorFlow, ensuring you have all the necessary tools to work effectively on your projects.

What's included

2 videos1 assignment

In this module, we will provide additional support for beginners in Python coding. You'll go through a two-part series on how to code independently, explore the similarities between using Jupyter Notebook and traditional coding environments, and learn how to use GitHub along with other valuable coding tips to enhance your programming skills.

What's included

4 videos1 assignment

In this module, we will explore strategies to maximize your success in the course, providing an in-depth guide for effective learning. You will understand whether the course is designed for beginners, experts, academic purposes, or practical application. Additionally, we will guide you on the best sequence to take our courses to align with your personal learning objectives and background.

What's included

4 videos

In this module, we will clarify the role of the appendix in the course. You'll learn what information is included in the appendix and how it can be used as a resource for further understanding and reference throughout your learning journey.

What's included

1 video1 assignment

Instructor

Packt - Course Instructors
Packt
375 Courses25,243 learners

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Packt

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