Suspicious Event Detection of Cargo Vessels Based on AIS Data
Radhakrishnan, H.K., Sundar, S., Bharath, R., Ramanarayanan, C.P. (2023). " Suspicious Event Detection of Cargo Vessels Based on AIS Data "
USEReady 2024: Machine Learning Engineer
Implemented a custom RAG chatbot with multi-query generation, keyword extraction using RAPTOR chunking, integrating with Azure, AWS, and local storage, and an interactive Streamlit interface featuring user authentication and session-based history deletion for enhanced privacy.
Engineered a RAG incorporating human feedback by labelling responses, fine-tuning the cross-encoder, and integrating it into a Streamlit interface for enhanced user interaction.
Applied various RAG methods such as CRAG, Self-RAG, Adaptive RAG and RAFT methods and evaluation of RAG application using Langsmith.
-Built End-to-End production ready RAG application in Databricks using Langchain and Mosaic AI Vector Search and in Snowflake using Snowflake Arctic and Snowflake Cortex Analyst.
Languages 📚 | Frameworks 🛠️ | Tools/Platform 💻 |
---|---|---|
Python | Pytorch | Tableau |
SQL (Postgres) | Tensorflow | Power Bi |
Matlab | Flask | Microsoft Azure |
Latex | Pytorch Lightning | Git |
Langchain | Jupyter Notebook | |
Langraph | Docker | |
CrewAI | Databricks | |
Streamlit | MLFlow | |
Langraph | Snowflake |
Radhakrishnan, H.K., Sundar, S., Bharath, R., Ramanarayanan, C.P. (2023). " Suspicious Event Detection of Cargo Vessels Based on AIS Data "