- A basic understanding of financial markets and instruments
- Experience with Python programming and data analysis
- Familiarity with machine learning concepts and statistical models
Audience
- Financial analysts
- Data scientists
- Investment professionals
Financial market prediction is a complex task that involves analyzing vast amounts of data to forecast market trends and movements. Large Language Models (LLMs) can process and generate insights from financial texts, news, and reports, aiding in the prediction of market behavior.
This instructor-led, live training (online or onsite) is aimed at intermediate-level financial analysts, data scientists, and investment professionals who wish to leverage LLMs for financial market analysis and prediction.
By the end of this training, participants will be able to:
- Understand the application of LLMs in financial market analysis.
- Use LLMs to process financial news, reports, and data for market insights.
- Develop predictive models for stock prices, market trends, and economic indicators.
- Integrate LLM insights into investment decision-making processes.
Format of the Course
- Interactive lecture and discussion.
- Lots of exercises and practice.
- Hands-on implementation in a live-lab environment.
Course Customization Options
- To request a customized training for this course, please contact us to arrange.
Introduction to LLMs in Finance
- The role of AI and LLMs in financial analysis
- Overview of LLMs and their capabilities in text analysis
- Case studies: LLMs in financial forecasting and risk assessment
LLMs for Financial Data Processing
- Extracting financial indicators from unstructured data with LLMs
- Training LLMs on financial texts for sentiment analysis
- Correlating news sentiment with market movements
Building Predictive Models with LLMs
- Designing LLM-based models for stock price prediction
- Forecasting economic trends using LLM-generated insights
- Backtesting models with historical financial data
Integrating LLMs into Investment Strategies
- Incorporating LLM analytics into quantitative trading
- LLMs for portfolio optimization and risk management
- Communicating AI-driven insights to stakeholders
Hands-on Lab: Financial Market Prediction Project
- Setting up a financial data analysis environment with LLMs
- Developing a market prediction model using LLMs
- Evaluating model performance and making improvements
Summary and Next Steps
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