Open to opportunities · Kochi, Kerala

Hi, I'm
Mohamed
Riyas.

AI/ML Engineer building end-to-end intelligent systems — from fine-tuning large language models and deploying RAG pipelines to applied ML for real-world impact. Currently pursuing M.Tech in AI & ML at Amrita Vishwa Vidyapeetham.

LLM Fine-Tuning RAG Pipelines PyTorch · HuggingFace FastAPI Vector Databases
Get in touch View my work
Experience

Where I've worked

Software / System Intern
Enlist Resources · Bahrain
  • Debugged data inconsistencies in T24 core banking transaction workflows — developed systematic log analysis and root-cause tracing skills directly applicable to ML debugging and data pipeline validation
  • Automated transaction integrity checks via scripts, reducing manual audit effort — hands-on experience with data quality and validation at production scale
Jan 2025 – Jun 2025
System Administrator (Intern)
Foulath Holdings · Bahrain
  • Managed IT infrastructure for 500+ users — practical exposure to Linux administration and enterprise system management relevant to deploying ML services in production
  • Administered Active Directory — user/group management, permissions, group policies, print services
  • Managed patch cycles via ManageEngine; handled hardware imaging and asset tracking
  • Configured CISCO MERAKI access controls and Microsoft Exchange mail-flow policies
  • SOC analysis using IBM QRadar SIEM — log analysis, email forensics, SOAR workflows
Sep – Nov 2024
Computer Engineer
Al Salam Bank HQ · Bahrain
  • Daily technical support for laptops, VOIP phones, tablets, printers, and enterprise software
  • Remote troubleshooting via AnyDesk; managed AD user accounts and access control
  • Network performance monitoring and connectivity troubleshooting
Aug – Sep 2024
Projects

Things I've built

LLM · GenAI · AgriTech
Kerala Farmer's Companion

Multilingual LLM application for 140M+ Kerala smallholder farmers. Hybrid pipeline combining a fine-tuned Mistral-7B for crop advisory and pest detection, XGBoost for yield prediction, and live weather/market APIs as structured context injection.

140M+ target users Multilingual NLP LoRA fine-tuned
Mistral-7BLoRA/PEFTFAISSXGBoostFastAPIReactSQLite
RAG · NLP · Fleet Ops
Fleet Intelligence Assistant

Hybrid RAG query engine allowing operations teams to query fleet data in plain English — replacing complex SQL dashboards. Smart routing layer sends factual queries to SQL and fuzzy queries to FAISS vector search, measurably reducing hallucinations.

<2s response latency NER entity extraction Hybrid SQL + FAISS
PythonFAISSOpenAI / local LLMSQLiteStreamlit
Research
Published Research · 2025
Digital Twin-Driven Network Architecture for QoE-Aware Video Conferencing
Amrita Vishwa Vidyapeetham
  • Designed an AI-driven closed-loop control system using Digital Twin models to dynamically predict and allocate bandwidth for 90 concurrent users on a 10 Mbps constrained backhaul
  • Trained traffic classification models on Mininet-emulated network flows; used predictions to drive real-time bandwidth slicing via Ryu SDN controller
  • Achieved 40–60% improvement in QoE (latency, jitter, packet loss) under congestion versus baseline FIFO — demonstrating AI-in-the-loop network optimization
Skills

What I work with

LLM & GenAI
RAG Pipelines Prompt Engineering LoRA / PEFT HuggingFace Transformers FAISS LangChain Hallucination Mitigation Context Window Mgmt NLP / NER
ML & Modelling
PyTorch Scikit-learn XGBoost Deep Learning Supervised Learning Feature Engineering SMOTE Model Evaluation Computer Vision Reinforcement Learning
MLOps & Dev
Python FastAPI Docker REST API Design SQLite / SQL Git Linux AWS / Azure C++ JavaScript Streamlit
Certifications
OPS
Web-Traffic Protection Associate
OPSWAT Academy
OPS
Secure Storage Associate
OPSWAT Academy
OPS
Endpoint Compliance Associate
OPSWAT Academy
OPS
Network Security Associate
OPSWAT Academy
OPS
File Security Associate
OPSWAT Academy
OPS
Legacy System Security Associate
OPSWAT Academy
CSC
Introduction to Cybersecurity
Cisco Networking Academy
CSC
Networking Basics
Cisco Networking Academy

Let's build
something together.

Open to AI/ML engineering, LLM application, and applied research roles. I bring end-to-end ML skills — from fine-tuning models to production deployment — plus infrastructure depth to every team I join.

Available for new roles
MR
Mohamed Riyas
AI/ML Engineer · LLM Applications
NationalityIndian
EducationM.Tech AI/ML (2025–27)
B.TechCSE, APJ Abdul Kalam TU
FocusLLMs, RL, Computer Vision
LeetCode60+ solved (target 200+)
LanguagesEnglish, Malayalam, Hindi, Tamil
StatusOpen to work
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