Madhava (Reddy) Pesala
AI Specialist
Experience
AI Specialist
Diplotech Solutions
- Fine-tuned a quantized LLaMA model with LoRA, optimizing hyperparameters for domain-specific, large-scale NLP applications.
- Led development of LLM-based hybrid RAG architectures using the LangChain framework for the legal domain, integrating Document Extraction, Vector Search, Speech-to-Text processing, and Prompt Engineering methods using OpenAI APIs.
- Built an LLM-powered translation service combining OpenAI Whisper for transcription with domain-specific translation and prompting to handle sensitive diplomacy terminology.
- Developed and integrated REST APIs with FastAPI and Pydantic for AI models, collaborating with front-end teams to deploy production-ready applications in secure cloud environments.
- Automated LLM workflows with CI/CD pipelines, containerized models using Docker, and deployed to AWS for scalable cloud infrastructure.
Machine Learning Intern
Volmo Medical
- Developed deep learning models for 3D medical image segmentation and classification (NIfTI) using Python and PyTorch for disease-specific pattern detection.
- Enhanced dataset quality through cleaning, augmentation, and validation strategies, reducing GPU consumption significantly via iterative EDA and refinement while tracking experiments with Weights & Biases.
- Applied XAI techniques (SHAP, Grad-CAM) to enhance model interpretability and transparency, achieving good feature relevance alignment in CT/MRI workflows for healthcare applications.
Machine Learning Software Engineer
Maxis Software
- Designed and deployed scalable ML pipelines using GCP (BigQuery, Vertex AI, Cloud Storage), automating workflows with CI/CD and Docker, reducing deployment time and improving scalability.
- Processed large-scale datasets with NLP techniques (tokenization, embeddings, NER) to deliver efficient entity recognition.
- Optimized data querying and analytics using Python and SQL, generating visual reports to enhance decision-making.
- Applied feature engineering and model optimization techniques to improve model accuracy and efficiency, leveraging MLflow for model tracking and versioning.
- Implemented MLOps practices (monitoring, orchestration, versioning) to automate model lifecycle management and support containerized deployments in Agile/Scrum workflows, improving reliability and reducing deployment errors.
Computer Vision Intern
Innopolis University
- Developed object detection systems for autonomous vehicles using YOLO, applying advanced data preprocessing and augmentation to enhance precision and robustness.
- Contributed to semantic and instance segmentation models, enhancing perception and scene understanding.
- Collaborated with cross-functional teams to integrate AI solutions into Industry 4.0 systems, enabling intelligent automation and real-time decision-making.
Industries Experience
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Experienced in Information Technology (2.5 years), Healthcare (0.5 years), Automotive (0.5 years), and Manufacturing (0.5 years).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Product Development (3 years), Information Technology (2 years), and Research and Development (1.5 years).
Summary
AI/ML Specialist with 2+ years of experience delivering end-to-end ML solutions from model development to production deployment. Skilled in deep learning, NLP, generative AI, RAG systems, and LLM fine-tuning, with strong MLOps and cloud expertise (AWS, GCP) for scalable, production-ready AI systems.
Skills
- End-to-end Machine Learning, Transformers, Llms (Fine-tuning)
- Agentic Ai, Rag, Nlp, Vector Db, Ocr, Chatbots, Openai, Mcp
- Python, Mysql, Postgresql, Pytorch, Tensorflow, Langchain
- Gcp, Aws, Git, Ci/cd, Docker, Mlops, Mlflow, Weights & Biases
- Api Design, Fast Api, Pydantic, Rest Api, Json/yaml
Languages
Education
Hochschule für Technik und Wirtschaft des Saarlandes
Master of Science · Neural Engineering · Saarbrücken, Germany
MITS College
Bachelor of Engineering · Mechanical Engineering · India
Profile
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