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team
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Look inside
Machine learning and the growing availability of diverse financial data has created powerful and exciting new approaches to quantitative investment. In this liveProject, you’ll step into the role of a data scientist for a hedge fund to deliver a machine learning model that can inform a profitable trading strategy.
You’ll go hands-on to build an end-to-end strategy workflow that includes sourcing market data, engineering predictive features, and designing and comparing various ML models. Throughout the liveProject you will work with libraries and tools from the industry-standard Python data ecosystem. You’ll tackle challenges such as training a regularized linear regression model, tuning a gradient boosting ML model, and evaluating the performance of your strategy—all essential skills for success in this highly lucrative area of machine learning.
You’ll go hands-on to build an end-to-end strategy workflow that includes sourcing market data, engineering predictive features, and designing and comparing various ML models. Throughout the liveProject you will work with libraries and tools from the industry-standard Python data ecosystem. You’ll tackle challenges such as training a regularized linear regression model, tuning a gradient boosting ML model, and evaluating the performance of your strategy—all essential skills for success in this highly lucrative area of machine learning.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
prerequisites
The liveProject is for intermediate Python programmers who know the basics of data science. To begin this liveProject, you will need to be familiar with:TOOLS
- Basics of pandas
- Basics of scikit-learn
- Basics of LightGBM
- Basics of Jupyter Notebook
- Basics of financial metrics and technical indicators
- Basics of ML
features
- Self-paced
- You choose the schedule and decide how much time to invest as you build your project.
- Project roadmap
- Each project is divided into several achievable steps.
- Get Help
- While within the liveProject platform, get help from fellow participants and even more help with paid sessions with our expert mentors.
- Compare with others
- For each step, compare your deliverable to the solutions by the author and other participants.
- book resources
- Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.
related titles
related titles
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pro
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$24.99
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only $20.83 per month
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
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- choose twelve free products per year
- exclusive 50% discount on all purchases
- renews monthly, pause or cancel renewal anytime
- renews annually, pause or cancel renewal anytime
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Algorithmic Trading with Machine Learning project for free
Algorithmic Trading with Machine Learning project for free
team
monthly
annual
$49.99
$399.99
only $33.33 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
- renews monthly, pause or cancel renewal anytime
- renews annually, pause or cancel renewal anytime
-
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Algorithmic Trading with Machine Learning project for free
