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rahulkate173/README.md

πŸ‘‹ Hi, I'm Rahul Ravindra Kate

Undergraduate Data Scientist | Machine Learning Engineer in Progress | Automation & Analytics Enthusiast

I am an aspiring data scientist with a forward-looking mindset, driven by a systematic approach to learning and a strong commitment to technical depth. My work revolves around data analysis, machine learning, automation systems, and building intelligent tools that solve real problems.


πŸ’‘ What I Focus On

  • Data Science & Machine Learning
    Feature engineering, model building, evaluation, optimization, visualization.

  • Mathematics for ML & Quantitative Thinking
    Linear algebra, probability, statistics, vector spaces, matrix transformations.

  • Python Ecosystem
    NumPy, Pandas, Matplotlib, Scikit-Learn, SQL, automation scripts.

  • Deep Learning Foundations
    LSTM/GRU preparation, time-series modeling, data pipelines.

  • MLOps Tools
    MLflow, DVC, W&B, Airflow fundamentals.

  • Automation Projects
    Personal assistant systems using FastAPI, message automation, search automation, and workflow orchestration.


πŸš€ Skills & Technologies

Programming

  • Python
  • R (statistics focus)
  • C/C++ (DSA + system-level understanding)

Data Science

  • EDA, preprocessing, pipelines
  • Statistical modeling
  • Machine learning algorithms
  • Feature engineering
  • Time-series forecasting

Data Engineering / MLOps

  • SQL
  • MLflow
  • DVC
  • Airflow
  • lakeFS
  • FastAPI

Tools & Platforms

  • Git | GitHub
  • Jupyter | Colab
  • VS Code
  • Grafana basics (monitoring & dashboards)
  • W&B (experiment tracking)

πŸ“ˆ What Defines My Work

  • I prefer clean logic, structured thinking, and consistent experimentation.
  • Every project I build is aimed at clarity, reproducibility, and long-term scalability.
  • I believe data science is not just about training models β€” it's about designing intelligent systems.

πŸ“š My Current Learning Journey

  • Advancing into core ML algorithms deeply
  • Preparing for full ML mastery by mid-2025
  • Building automation systems with FastAPI
  • Exploring cuML for GPU-accelerated ML
  • Strengthening vector/matrix intuition for high-level ML and quantitative finance

🎯 2026 Vision

  • Launch a YouTube channel on Data Science & ML
  • Showcase real projects, intuition breakdowns, and clear teaching
  • Publish open-source DS/ML utilities and automation tools

πŸ“¬ Contact

Email: rahulkate173@gmail.com
LinkedIn: https://www.linkedin.com/in/rahul-kate-775437325


⭐ If you're exploring similar domains

Feel free to check my repositories, collaborate, or discuss ideas. I'm always open to building something meaningful.


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