📍 Kochi, Kerala, India •
📧 [email protected] •
💼 LinkedIn
Designing and deploying production-grade AI systems — from LLM research & fine-tuning to scalable microservices.
AI Engineer specializing in LLMs, Generative AI, RAG systems, and Autonomous Multi-Agent architectures.
I build intelligent platforms powered by large language models, distributed systems, and high-performance inference pipelines.
My work spans BFSI, healthcare, compliance, HR tech, and enterprise automation, delivering scalable AI solutions that drive business value.
Key Capabilities:
- LLM Engineering: Fine-tuning (LoRA, QLoRA), system-level prompting, model optimization
- RAG Architectures: Hybrid search, multi-index retrieval, query optimization
- Autonomous Agents: CrewAI orchestrations, LangChain workflows, multi-agent systems
- MLOps & Deployment: End-to-end pipelines, FastAPI microservices, Docker/Kubernetes
- Cloud Infrastructure: AWS (S3, Lambda, SageMaker), Azure ML, scalable architectures
- Performance Optimization: High-throughput inference, latency reduction, cost optimization
LLMs & Generative AI: Fine-tuning, RAG systems, Prompt Engineering, Multi-Agent Systems
Classical ML: Supervised/Unsupervised Learning, Time Series, Computer Vision
Frameworks: PyTorch, TensorFlow, Hugging Face, LangChain, CrewAI, scikit-learn
Languages: Python, SQL, Bash
Backend: FastAPI, REST APIs, Microservices, Async Programming
Databases: MongoDB, PostgreSQL, MySQL, SQLite, ChromaDB, Vector Databases
Cloud Platforms: AWS (S3, Lambda, EC2, SageMaker), Azure (ML Studio, Databricks)
Containerization: Docker, Docker Compose, Kubernetes, Helm
CI/CD: GitHub Actions, GitLab CI, Automated Testing, Deployment Pipelines
Infrastructure: RabbitMQ, Linux, Nginx, Load Balancing, Monitoring
Data Processing: ETL Pipelines, Data Warehousing, Big Data
Visualization: Power BI, Tableau, Plotly, Matplotlib, Seaborn
BI Tools: Dashboard Creation, KPI Tracking, Business Reporting
| Certification | Provider | Year | Credential |
|---|---|---|---|
| Azure Data Scientist Associate | Microsoft | 2024 | DP-100 |
| Azure Data Fundamentals | Microsoft | 2024 | DP-900 |
| Data Science Professional Certificate | IBM | 2023 | Professional |
| Generative AI Fundamentals | Databricks | 2024 | Specialization |
| Machine Learning Fundamentals | Alteryx | 2023 | Certificate |
| Multimodal Llama 3.2 | Meta | 2024 | Training |
- Smart Application for Visually Impaired People
International Journal of Advanced Research in Innovative Ideas in Education (IJARIIE), 2023
- Financial Compliance Agent: Multi-agent system for automated regulatory compliance using RAG and CrewAI
- Healthcare RAG Platform: HIPAA-compliant medical knowledge retrieval with hybrid search
- HR Automation Suite: LLM-powered recruitment, onboarding, and employee engagement platform
- Real-time Fraud Detection: ML pipeline for financial transaction monitoring and anomaly detection
- LLM Optimization Tools: Contributed to model compression and inference optimization libraries
- RAG Implementations: Developed and shared custom RAG architectures on GitHub
- Agent Frameworks: Built reusable components for multi-agent orchestration
📧 Primary Contact: [email protected] | 💼 Professional: LinkedIn Profile
⭐ Always open to collaboration in LLMs, RAG systems, Agentic AI, and AI Engineering.
© 2025 Muhammed Afsal P M • Last Updated: December 2025