Manushree Buyya
Dallas
Summary
Junior AI Developer with hands-on experience in designing and implementing AI-driven solutions for real-world applications. Skilled in building and optimizing computer vision models for damage detection and condition prediction. Proficient in real-time data processing, model evaluation, and performance tuning using Python and YOLO frameworks. Experienced in collaborating on API integrations with .NET teams to automate and enhance report generation workflows. Passionate about leveraging AI to improve efficiency, accuracy, and automation in business processes.
Overview
3
3
years of professional experience
Work History
Junior AI Developer
Reposystems AI
The Colony
06.2025 - Current
- Designed and implemented an AI-based car damage prediction system using dual YOLO models: one for car-part detection and another for damage identification, producing automated car-condition reports.
- Built a data pipeline integrating Roboflow datasets, YOLOv8 training, and post-processing logic to generate consolidated damage summaries.
- Optimized inference on NVIDIA RTX GPU with CUDA Toolkit & cuDNN, achieving faster prediction times.
- Collaborated with backend developers to integrate AI outputs into .NET APIs, supporting real-time report generation.
- Contributed to API-related tasks such as validation logic, response testing, and bug fixes in ASP.NET Core services.
- Participated in code reviews and model version control for continuous deployment and improvement.
Python Developer
Cognizant
Hyderabad
08.2022 - 12.2022
- Designed, developed, and maintained Python-based applications to support automation, data processing, and backend logic across multiple projects.
- Created and optimized RESTful APIs using FastAPI and Flask, integrating with databases and third-party services for seamless data exchange.
- Implemented data validation, transformation, and storage workflows using Pandas, NumPy, and SQL to improve system reliability.
- Collaborated with cross-functional teams to define requirements, build new modules, and ensure timely project delivery.
- Developed scripts for task automation, including data extraction, log analysis, and report generation, reducing manual work and improving accuracy.
- Improved application performance by profiling Python code, refactoring inefficient sections, and introducing caching and multiprocessing where required.
- Contributed to unit testing and debugging, maintaining clean, well-documented, and reusable code following PEP 8 standards.
- Assisted in deployment automation using Docker and Git, ensuring smooth CI/CD integration and version control.
Education
Master of Science - Computer Science
University of North Texas
Denton, TX12-2024
Bachelor of Science - Electronics And Communication
Sreenidhi Institute of Science And Technology
Hyderabad05-2022
Skills
Programming Languages: Python, SQL, C#, JavaScript (basic)
Machine Learning & NLP: Scikit-learn, SpaCy, NLTK, Transformers (Hugging Face), SentenceTransformers, OpenAI API, LangChain
Deep Learning Frameworks: PyTorch, TensorFlow, Keras
Embeddings & Vector Search: FAISS, Pinecone, ChromaDB, OpenAI Embeddings, Similarity Search
Data Processing & Analytics: Pandas, NumPy, Matplotlib, Seaborn, Data Cleaning & Preprocessing
Entity Extraction & Ontology Mapping: Named Entity Recognition (NER), RxNorm, SNOMED-CT, ICD-10, MeSH (familiarity with medical data pipelines)
Risk Triage & Classification: Confidence Scoring, Rule-Based Classification, Clustering (K-Means, DBSCAN, Hierarchical), Anomaly Detection
Model Serving & APIs: FastAPI, Flask, RESTful API Development, JSON Data Handling
Prompt Engineering & LLM Integration: Prompt Tuning, Chain-of-Thought Pipelines, Template-based Script Generation (using GPT Models)
Evaluation & Metrics: Precision, Recall, F1-Score, Calibration, A/B Testing
MLOps & Deployment: Docker, Git, Model Versioning, MLflow, CI/CD, Drift Monitoring
Databases & Storage: PostgreSQL, MongoDB, Vector Databases, ElasticSearch
Cloud & Tools: AWS S3/EC2, Azure ML, Google Cloud AI, Jupyter, VS Code, GitHub
Timeline
Junior AI Developer
Reposystems AI
06.2025 - Current
Python Developer
Cognizant
08.2022 - 12.2022
Master of Science - Computer Science
University of North Texas
Bachelor of Science - Electronics And Communication
Sreenidhi Institute of Science And Technology