I am Mustafa Çıtak, an AI R&D Engineer passionate about reasoning-centric LLM fine-tuning, evaluation benchmarks (G-EVAL, Humanity's Last Exam), and retrieval-augmented generation (RAG) with frameworks like LangChain and LlamaIndex.

• 🔬 Expertise in end-to-end AI workflows: RLHF, DPO, PEFT (LoRA, QLoRA), scalable distributed training (Axolotl, DeepSpeed, Ray).
• 🛠️ Python, PyTorch, TensorFlow, FastAPI, React, Gradio, Streamlit, Docker, Kubernetes, vLLM.
• 🧠 Vector DBs (Typesense, Meilisearch), Data Engineering, Model Evaluation (LM Evaluation Harness, Agent Arena, SnakeBench), Multimodal AI (audio, vision, CLIP, Diffusers).
• 🎙️ Co-host: Bir Şeylerin Teorisi Podcast w/ Fatih Candan
• 🌍 20,000+ LinkedIn Followers | Motocross enthusiast.

• LLM Fine-Tuning (RLHF, DPO, LoRA, QLoRA)
• RAG (LangChain, LlamaIndex), Vector Databases
• Model Evaluation (G-EVAL, Custom Benchmarks)
• Python, PyTorch, TensorFlow, FastAPI, React
• Scalable Training (Axolotl, DeepSpeed, Ray)
• MLOps (MLflow, Weights & Biases, CI/CD, Docker, K8s)
• Multimodal AI (Audio, Vision, CLIP, Diffusers)

• Artificial Intelligence & Machine Learning Fundamentals: ML/DL, Fine-tuning, RLHF, Multimodal, Transformers, PEFT, LLM, RAG, Benchmarking, Scalable Training
• Programming: Python, JS/TS, Flutter (Web/Mobile), PyTorch, TF, Hugging Face, FastAPI, React, Next.js, Gradio, Streamlit
• Data Systems: Vector DBs, PostgreSQL, MongoDB, ETL, Airflow, Data Viz
• MLOps & Deployment: MLflow, W&B, Docker, Kubernetes, vLLM, LMDeploy, CI/CD, Cloud (AWS/Azure/GCP)
• Vision/Audio/Multimodal: Vosk, Whisper, DeepSpeech, OpenCV, Torchvision, CLIP, Diffusers, YOLO, MMDetection

• credit-risk-prediction: Credit risk prediction application.
• costumchatbot: Conversation with human.
• wine: Wine quality prediction ML project.
• VanGogh_StyleTransfer_Multi_ControlNet_ComfyUI: Multi-style transfer with ControlNet in ComfyUI.
• MLOps_Train: MLOps, CML, AutoML end-to-end workflows.
• sm_comment_analyze: Social media comment analyzer.
• video-processor: Video processing utilities.
• ControlNetDataRelations: ConceptNet API - relational data analysis.
• Shortcast: Short-form podcast tools.
• ...and more on my GitHub!

Let's connect and build the future of AI together!
📫 Reach me: info.mustafacitak@gmail.com | LinkedIn