Table of Contents

• Project Goal
• Solution
• Prompt engineering
  • Database schema
  • Dynamic few-shot examples
  • System prefix
  • Full prompt
• Investor Agent class
  • Conversation History
• Serving the agent through a web api endpoint
• Calling the agent

Project Goal

The goal of the project is to build a question/answering system over an SQL database that contains various financial data. We will also expose this chatbot through a web api so that multiple users can use it.

Solution

The solution will be broken into these steps

• Prompt... read more

Github url: https://github.com/OrestisStefanou/CryptoTrading

Table of Contents

• Project Goal
• Solution
• Data Gathering
• Deployment Pipeline
  • Utility functions
  • Neural Net
  • Deployment Pipeline Class
  • Train models
  • Register best performing model
  • Feature importance
• Batch Predictions
  • Deployed model class
  • Model registry class
  • Batch predict class
• Serve Predictions
  • Api schema
  • Endpoints
• Putting it all together
  • Experiment Tracking
  • Model Registry
  • Batch Predictions
  • Serving the predictions

Project Goal

The goal of the project is to... read more

The goal of this project is to develop a machine learning model that will predict if a stock price will be higher or lower six months from the time we request a prediction. After the model development is done we will also create a microservice that will serve the prediction probabilities along with the prediction factors(shap values). The model will be stock agnostic meaning that it will be trained with data from multiple stocks so that we can have a single model that will give predictions for any stock.

Data Gathering

The source of our data will be the Alpha Vantage... read more