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anilsrml/README.md

Hi, I'm Anıl Sürmeli 👋

Computer Engineer and Junior AI/ML Engineer focused on building practical machine-learning systems, LLM applications, and production-oriented AI workflows.

Focus

  • LLM applications, RAG, MCP, and agentic systems
  • Applied machine learning and time-series forecasting
  • MLOps workflows with MLflow, FastAPI, Docker
  • Edge AI

Featured projects

An end-to-end churn prediction workflow with model training, experiment tracking, a FastAPI inference service, Docker, and automated testing.

An MCP server for schema-aware database querying and controlled writes, with two-step approval, DDL blocking, row limits, and audit logging.

A rolling demand-forecasting and stock-planning system combining Amazon Chronos with EDI forecasts while preventing look-ahead bias.

Memory-efficient fine-tuning of the Turkish Kumru-2B language model on medical exam data using QLoRA and Unsloth.

Technology

Python · PyTorch · TensorFlow · scikit-learn · FastAPI · MLflow · Docker · PostgreSQL · Hugging Face · LangChain · Git

Currently

  • Completing a B.Sc. in Computer Engineering at Bursa Technical University
  • Looking for Junior AI/ML Engineer and AI Engineering opportunities
  • Improving production ML, LLM application, and MLOps skills through hands-on projects

Connect

Pinned Loading

  1. sidikafirat/AI-Dublaj-Sistemi-Rehberi sidikafirat/AI-Dublaj-Sistemi-Rehberi Public

    JavaScript

  2. YusufMerrt/NLP_project YusufMerrt/NLP_project Public

    Python 1

  3. postgres-mcp-server postgres-mcp-server Public

    Secure PostgreSQL MCP server with schema-aware querying, controlled writes, two-step approval, and audit logging.

    Python

  4. LLM-FineTuning-QLora LLM-FineTuning-QLora Public

    QLoRA fine-tuning of the Turkish Kumru-2B model on medical exam data using Unsloth.

    Python 1

  5. MLOps_process MLOps_process Public

    End-to-end customer churn MLOps pipeline with MLflow, FastAPI, Docker, pytest, and model experiment tracking.

    Python