MLOps Project Completes with Semantic Caching Integration

News Flash 2025-12-14 04:29

The final update on the MLOps project highlights the successful integration of semantic caching using Qdrant vector DB, enhancing the storage of market reports and performance data with a 24-hour TTL for ticker-based filtering. The project, designed as a proof of concept, includes key components such as feature engineering with RSI, MACD, and OHLCV, and the use of Yahoo Finance API for daily stock data. The project also features a trained LSTM model for 7-day stock predictions, transfer learning for adapting models, and monitoring with MLflow. FastAPI endpoints facilitate training and prediction, while Redis and Docker ensure efficient caching and deployment. The project will be published on GitHub, with plans for an e-book and further deployment to AWS.

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