Surabhi Soni

Information Retrieval from Documents: Created event-driven mechanisms that trigger AWS Lambdas whenever new documents are ingested in S3 bucket. Extracted information (key-value) from documents in JSON format by leveraging the power of AWS Textract and achieved an overall accuracy of 88%. Trained and Deployed LayoutLM V3 using AWS cloud enhancing the accuracy from 88% to 93%. Monitored logs, errors and gained insights of the workflow with the help of CloudWatch. LLM-Powered Q&A system: Developed Language Model-based Question and Answer system utilizing Open AI GPT and Langchain technologies, custom-tailored for banking company platform. Engineered seamless integration of RAG file containing FAQs, empowering the Language Model to provide prompt and accurate responses to customer queries.

Worked in Natural Language Processing domain to perform Next Word Prediction using LSTM model and Text Summarization using BERT model on the given data set.

Executed a rigorous Sales Data Analysis to scrutinize four-years sales dataset. Utilized Pandas for intricate data manipulations and harnessed Matplotlib for sophisticated visualizations facilitating the extraction of nuanced business insights.

Developed a Student Management System enabling mentor to add, remove, view student details. Utilized PHP for server-side logic to handle data processing and MySQL for database management.