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finpy-tse's Introduction

๐Ÿ’ป Hello, This is Shayan, A Data Science Enthusiast

Python Pandas Polars scikit-learn PyTorch TensorFlow XGBoost LightGBM Matplotlib Plotly AsyncIO Requests CVXPY R MySQL Git

Welcome to my GitHub profile! I am a dedicated Data Science enthusiast with a good background in Python, R, and various data analysis and machine learning libraries. My passion lies in turning data into actionable insights and developing robust models that solve real-world problems.

ย Shayan-B

Languages

๐Ÿ‘จโ€๐Ÿ”ฌ About Me

I have a great interest in data science and machine learning, with some experience in:

  • Data Analysis: Experienced in Extracting, cleaning, and transforming data using Pandas and Polars.
  • Machine Learning: Proficient in Building predictive models with scikit-learn.
  • Deep Learning: Familiar with Developing neural networks and models using PyTorch and TensorFlow (Mostly Dense and CNN).
  • Statistical Analysis: Familiar with statistical analysis and hypothesis testing using R.
  • Optimization: Familiar with Solving optimization problems with CVXPY.
  • Async Programming: asynchronous code execution using AsyncIO in order to gather data from APIs.
  • Web Scraping and API Interaction: Utilizing Requests for web data retrieval.
  • Boosting Algorithms: Implementing high-performance models using XGBoost and LightGBM.
  • Database Management: querying relational databases using MySQL (HackerRank Certificate).
  • Data Visualization: Creating visualizations using Matplotlib and Plotly.

Interests

  • NLP
  • Deep Learning
  • Transformers
  • Financial Markets prediction

Fields that I have worked in my projects:

  • Time series segmentation algorithms (Change point detection analysis)
  • Autoencoders (using CNN neural nets)
  • Fetching live data using async requests from stock website.
  • Learn-To-Rank algortihms (DeepRank, LambdaMart)
  • Bayesian Portfoilio analysis
  • Hidden Markov Models (To detect different states in time series)
  • Detecting Motifs (using stumpy package)

๐Ÿ› ๏ธ Technical Skills

Languages

  • Python (Familiar with Functional and OOP Programming)
  • R
  • My SQL

Libraries and Frameworks

  • Pandas
  • Polars
  • scikit-learn
  • PyTorch
  • TensorFlow
  • XGBoost
  • LightGBM
  • AsyncIO
  • Requests
  • CVXPY

Tools and Technologies

  • Jupyter Notebook/VS Code
  • RStudio
  • Git & GitHub
  • CodeSpaces

Connect with Me

Feel free to connect with me on LinkedIn:

LinkedIn

Thank you for visiting my profile. Happy coding! ๐Ÿ˜Š

finpy-tse's People

Contributors

arahimiquant avatar mtrshirazi21 avatar shayan-b avatar

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