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smnk-1/README.md

About Me

class MLEngineer:
    def __init__(self):
        self.name = "Nikolay Semikin"
        self.role = "ML Engineer · Data Scientist · AI Agents Architect"
        self.location = "Omsk, Russia"
        self.education = "Fundamental Informatics & IT @ OmGTU"
        self.focus = [
            "Computer Vision",
            "LLM Multi-Agent Systems",
            "Data Science",
        ]
        self.stack = [
            "Python", "PyTorch", "LangGraph",
            "Docker", "FastAPI", "PostgreSQL",
        ]
        self.strengths = ["Clean Architecture", "Multiple AI Hackathon Wins 🏆"]

    def current_mission(self) -> str:
        return "Transforming data into reliable products using ML, CV, and NLP"

Experience & Focus

  • AI Agents: Designing and developing intelligent multi-agent systems and RAG pipelines using LangChain and LangGraph.
  • Computer Vision: Building and deploying visual quality control systems.
  • NLP & LLM: Optimizing local LLM inference architectures for dialogue quality assessment.
  • MLOps & Backend: Containerizing ML components with Docker, designing REST APIs on FastAPI, optimizing PostgreSQL workflows, conducting A/B tests, and analyzing metrics with SQL.
  • System Analysis: Designing data processing pipelines for unstructured data, auditing enterprise business processes, and writing technical specifications for ML-driven production automation.

Tech Stack

Languages & Core Python SQL Bash C#

ML / AI / Agents LangGraph LangChain PyTorch TensorFlow scikit-learn Hugging Face Transformers OpenCV

Data & Analytics Pandas NumPy Streamlit CVAT AnyLabeling LabelMe

Infra & MLOps Docker FastAPI PostgreSQL Linux Git

Pinned Loading

  1. ai-search-agent ai-search-agent Public

    Self-hosted AI research agent with iterative web search.

    Python

  2. autosplit autosplit Public

    Quick tool for dataset sampling and splitting.

    Python

  3. streamlit-ml-app streamlit-ml-app Public

    A machine learning web application for approximating taxi ride time in NY city🚕

    Python

  4. RoboticArmPy RoboticArmPy Public

    Robotic Arm project based on Python, YOLO and Arduino🤖

    Python