Skip to content
View yigit-8's full-sized avatar
2 followers · 2 following

Block or report yigit-8

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
yigit-8/README.md

Yigit Liman

AI Master's Student @ FAU · IT Specialist @ TUM

Learning MLOps by building end to end: model training, experiment tracking, deployment, and monitoring.

Hugging Face

Tech

ML: XGBoost · PyTorch · scikit-learn · MLflow · Evidently Serving: FastAPI · Docker · Docker Compose Orchestration: Apache Airflow · Kubernetes Monitoring: Prometheus · Grafana LLM / RAG: LangChain · ChromaDB · Anthropic Claude CI/CD: GitHub Actions · GHCR

Projects

MLOps

Project What it does Stack
churn-prediction · live demo Churn API with model registry, drift + Prometheus monitoring, and Kubernetes manifests XGBoost, MLflow, Evidently, Prometheus, Docker, K8s
price-prediction California house-price regression API XGBoost, MLflow, Evidently, FastAPI, Docker
anomaly-detection Unsupervised sensor anomaly detection IsolationForest, MLflow, Evidently, FastAPI, Docker
airflow-ml-pipeline Scheduled training pipeline with drift-triggered retraining Airflow, MLflow, Docker Compose
image-classifier CIFAR-10 CNN served over an API PyTorch, MLflow, FastAPI, Docker
document-qa RAG document Q&A with source citations and retrieval evaluation LangChain, ChromaDB, Claude, FastAPI, Docker

Infrastructure

Project What it does Stack
gpu-scheduler Fair-share GPU cluster scheduler with EASY backfill and starvation-free job aging Python, FastAPI, Prometheus, Grafana, Docker
llm-inference-server Continuous-batching inference server with iteration-level scheduling and TTFT/throughput metrics PyTorch, Transformers, FastAPI, Prometheus, Docker

Every project ships with tests, a Dockerfile, and a GitHub Actions pipeline.

Popular repositories Loading

  1. image-classifier image-classifier Public

    CIFAR-10 image classifier API: PyTorch, MLflow, FastAPI, Docker, CI/CD.

    Python

  2. churn-prediction churn-prediction Public

    Customer churn prediction API: XGBoost, MLflow tracking and registry, Evidently drift monitoring, Prometheus/Grafana, FastAPI, Docker, CI/CD.

    Python

  3. price-prediction price-prediction Public

    California house price prediction API: XGBoost, MLflow, Evidently, FastAPI, Docker, CI/CD.

    Python

  4. anomaly-detection anomaly-detection Public

    Sensor anomaly detection API: IsolationForest, MLflow, Evidently, FastAPI, Docker, CI/CD.

    Python

  5. airflow-ml-pipeline airflow-ml-pipeline Public

    Airflow MLOps pipeline: scheduled training, drift-triggered retraining, MLflow tracking, Docker Compose.

    Python

  6. document-qa document-qa Public

    RAG document Q&A with source citations: LangChain, ChromaDB, Claude API, FastAPI, Docker, CI/CD.

    Python