Founding Machine Learning Engineer | AI Agents, RAG | Data Retrieval & LLMs | Python & Cloud Platforms
Founding ML Engineer at Soopra.ai, where I had to move fast, iterate on incomplete specs, and wear multiple hats; a “ship-first, measure-everything” environment, to what you are looking for.
Designed and implemented RAG Pipelines by experimenting with vector databases, resulting in 20% faster data ingestion.
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Developed a data Retrieval Engine utilizing a decay function for reverse chronological data retrieval with high embedding.
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Engineered RAG-based chat systems, dynamically enhancing conversation flow and increasing user engagement by 25%.
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Developed scalable ETL pipelines for real-time Twitter data extraction, preprocessing, and ingestion.
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Designed and optimized data ingestion pipelines, achieving a 15% reduction in data loading time into data stores.
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Developed conversational scripts optimizing user interactions and enhancing data extraction personalization, resulting in a 30% boost in user satisfaction and a 20% reduction in onboarding time.
Developed a Django-based project management web app, increasing team efficiency by 30% and improving client updates.
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Implemented billing estimates and site inspection report features, enhancing project monitoring and documentation accuracy.
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Deployed the project management platform on Heroku with RDS, ensuring seamless data management and accessibility
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Consolidated multiple tools into a single platform for architectural and construction project management, providing efficient record maintenance and estimation.
Additionally, contributed to the project by working collaboratively with the team and using Heroku and RDS for seamless deployment and hosting. Accomplishments include streamlining project management, improving client communication, and enhancing team productivity.
