Srilakshmi Chebrolu
Summary
Dynamic and innovative professional with a proven track record at Wright State University and Accenture Solutions, excelling in AI model implementation using PyTorch and software development with Java. Expert in enhancing system performance and achieving a 98% response generation rate. Skilled in Python, collaborative problem-solving, and driving projects to completion with high accuracy and efficiency.
Overview
3
3
years of professional experience
Work History
Graduate Research Assistant
Wright State University
Dayton, OH
06.2023 - 04.2024
- Skilled in implementing and testing AI models involving various Neural Network architectures using PyTorch
- Able to implement state-of-the-art AI publications to reproduce research results
- Knowledge Graph Augmentation with LLMs: This project enhanced the performance of a large language model (LLM) by implementing Retrieval-Augmented Generation (RAG) and advanced NLP techniques
- The system first analyzed the user's prompt to accurately understand the intent, then retrieved relevant information from a knowledge base
- This retrieved data was fed into the LLM as context, enabling it to generate more accurate and contextually relevant responses
- Created RDF Knowledge Graphs (KGs) using Python RDFLib by following OWL Ontology
- Integrated KGs and LLMs to leverage the semantics of KGs to improve performance of LLMs
- Implemented Entity Extractor functionality to extract Entities accurately
- Designed end-to-end RAG Framework for Ohio-KWG using LLama3 to improve response generation
- Achieved high levels of response generation for RAG at 98% and maintained an average context and answer relevancy rate of 96%
Software Engineer
Accenture Solutions
Hyderabad, India
08.2021 - 07.2022
- Analyzed user requirements to develop software solutions and created technical specifications.
- Developed, tested, debugged and documented software programs using Java, JavaScript and HTML and CSS.
- Conducted unit tests on code modules to verify accuracy and functionality of program logic.
- Implemented automated build and deployment processes for applications with CI and CD tools.
- Monitored system performance and troubleshoot issues in production environment.
- Collaborated with cross-functional teams to ensure quality assurance throughout the development process.
- Optimized applications for maximum speed and scalability while ensuring compatibility with various browsers and devices.
Education
M.S. - Computer Science
Wright State University
Dayton, OH04-2024
B.Tech - Computer Science
Jawaharlal Nehru Technological University
India05-2021
Skills
- Python
- C/C
- Java
- JavaScript
- HTML/CSS
- PostgreSQL
- MySQL
- SPARQL
- AWS
- Spring Boot
- React
- RESTful APIs
- FastAPI
- PySpark
- Kafka
- PyTorch
- Spacy
- Sklearn
- Git
- Docker
- VS Code
- PyCharm
- IntelliJ
Projects
Travel Destinations Recommendation Knowledge Graph (08/24- 12/24)
- Collaborated with a team to design and create a knowledge graph for UK cities
- Enhanced the knowledge graph with machine learning models to provide personalized travel destination recommendations
- Employed GNNs to analyze complex relationships within the knowledge graph, applied NLP techniques, including transformer-based models like BERT
- Leveraged deep learning models such as LSTM networks for sentiment analysis
Distributed Machine Learning Project (08/24- 12/24)
- Developed a distributed system using Apache Kafka to simulate real-time data streams
- Utilized PySpark for consuming and processing real-time traffic data
- Conducted data pre-processing, model training, testing, and validation, and evaluated the performance of various models
- Evaluated the performance of various models
Timeline
Graduate Research Assistant
Wright State University
06.2023 - 04.2024
Software Engineer
Accenture Solutions
08.2021 - 07.2022
M.S. - Computer Science
Wright State University
B.Tech - Computer Science
Jawaharlal Nehru Technological University
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