Mehmet Alpay

Mehmet Alpay

Machine Learning Engineer-Novus

Skills

AI & Machine Learning:

Deep LearningMachine LearningNatural Language ProcessingLarge Language Models (LLMs)Retrieval-Augmented Generation (RAG)Agent OrchestrationPrompt Engineering

Frameworks & Libraries:

TensorFlowPyTorchHuggingFaceLangChainLangGraphLlamaIndex

Programming Languages:

PythonCSQL

Education

  • πŸŽ“Bachelor's Degree in Computer Engineering from Ankara University
  • πŸ“IELTS Academic: Overall Band Score 6.5
  • 🌐TΓ–MER English Course: Achieved B2 and C1 English Diploma
  • πŸ“šPreparatory School: Completed University English Preparatory Program

Hi πŸ‘‹ I'm a Machine Learning Engineer

I am deeply passionate about artificial intelligence and committed to advancing my skills. I approach tasks with precision and stay updated on the latest advancements in AI. I strive for excellence and continuously seek self-improvement.

My focus is on AI research, particularly in deep learning model development, NLP, and large language models. I am always eager to explore new ideas and innovations, aiming to make a meaningful impact in the field.

🌍Based in Ankara, Turkey

Experience

  • Worked on NLP and AI projects with expertise in models like BERT and ChatGPT, including personal information detection and fine-tuning large language models (LLMs).
  • Knowledgeable in NLP, with experience spanning from foundational concepts like Naive Bayes, Markov Decision Processes, LSTM, and GRU, to advanced topics including Transformers, LLM fine-tuning, quantization, and LLM agents.
  • Experienced with technologies and tools including Python, FastAPI, PostgreSQL, PyTorch, TensorFlow, and Langchain.
  • Gained practical experience in chatbot design, testing, and flow management.
  • Developed web applications using modern technologies such as React, Redux, TypeScript, and Ant Design.

Projects

Encoder Transformer Block

Implementation and testing of encoder transformer block. This project focuses on developing and evaluating transformer-based architectures for various NLP tasks.

  • β€’Custom transformer implementation
  • β€’Performance evaluation on NLP tasks
  • β€’Modular architecture design
PythonPyTorchTransformersNLP
Encoder Transformer Block

GPT2 FastAPI Integration

FastAPI Text Generation with Fine-Tuned GPT2 model. A robust API service that provides text generation capabilities using a custom-trained GPT2 model.

  • β€’RESTful API implementation
  • β€’GPT2 model fine-tuning
  • β€’Docker containerization
FastAPIGPT2PythonDocker
GPT2 FastAPI Integration

LoRA Stable Diffusion

Text to Image project using Stable Diffusion, LoRA, ChatGPT, and Gradio. Creating custom book illustrations with fine-tuned models.

  • β€’Custom model fine-tuning
  • β€’Interactive Gradio interface
  • β€’Integration with ChatGPT
Stable DiffusionLoRAChatGPTGradio
LoRA Stable Diffusion

Contextual Diet ChatBot

Diet Chatbot using Neural Networks and Recommendation System. Providing personalized diet suggestions based on user context and preferences.

  • β€’Contextual understanding
  • β€’Personalized recommendations
  • β€’Neural network-based processing
Neural NetworksNLPPythonRecommendation Systems
Contextual Diet ChatBot

Image to Text to Story Generator

An interactive web application that uses deep learning models to generate creative stories from images using Gradio interface.

  • β€’Image to text conversion using deep learning
  • β€’Story generation with genre selection
  • β€’Interactive Gradio web interface
PythonGradioDeep LearningNLPImage Processing
Image to Text to Story Generator

Work Experience

NOVUS

Machine Learning Engineer

August 2024 - Present

  • Actively contributed to the development of agent orchestration and RAG pipelines within DOT.
  • Took part in designing and implementing scalable API integrations.
  • Played a key role in building robust LLM workflows using LangChain, LangGraph, and LlamaIndex.
  • Focused on performance and privacy in AI system implementations.
LangChainLangGraphLlamaIndexRAGAPI Integration

ASELSAN

Intern

June 2024 - July 2024

  • Developed a web application to analyze system logs and JSON files.
  • Implemented frontend solutions using modern web technologies.
  • Integrated the application with existing company systems.
ReactReduxTypeScriptAnt Design

CBOT

Intern

February 2024 - June 2024

  • Gained experience in report preparation and chatbot testing.
  • Designed conversation flows and managed intent operations.
  • Contributed to chatbot development and optimization.
Chatbot DevelopmentFlow DesignTesting

SMARTMIND

Intern

August 2023 - September 2023

  • Developed a project for detecting personal identifiable information.
  • Worked with NER-BERT model for information extraction.
  • Contributed to both development and implementation phases.
NER-BERTInformation ExtractionPrivacy

Skills & Expertise

Specialized in AI and Machine Learning technologies

AI & Machine Learning

Expertise in developing and implementing advanced AI solutions, with a focus on deep learning and natural language processing.

Deep LearningMachine LearningNatural Language ProcessingLarge Language Models (LLMs)Retrieval-Augmented Generation (RAG)Agent OrchestrationPrompt EngineeringFine-Tuning

Deep Learning Frameworks

Proficient in major deep learning frameworks and AI development platforms.

PyTorchTensorFlowHugging FaceLangChainLlamaIndexLangGraphCrewAI

Programming

Strong foundation in programming languages and software development.

PythonCSQLFastAPIREST APIsStreamlitGradio

MLOps & Tools

Experience with ML operations and development tools.

GitDockerFastAPIMLflowWeights & BiasesCI/CDModel DeploymentModel Monitoring

Database & Cloud

Knowledge of database systems and cloud platforms.

PostgreSQLAWS

Get in Touch

Let's connect and discuss opportunities

Contact Information

Feel free to reach out for any questions or opportunities. I'm always open to discussing new projects and creative ideas.

Connect with me

Location

Ankara, Turkey