Skip to content
View s2kumar2007's full-sized avatar
0 followers · 1 following

Achievements

Achievement: Pull Shark

Achievements

Achievement: Pull Shark

Highlights

  • Pro

Block or report s2kumar2007

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please donโ€™t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this userโ€™s behavior. Learn more about reporting abuse.

Report abuse
s2kumar2007/README.md

Hi ๐Ÿ‘‹, I'm Sunil Kumar

๐ŸŽ“ CSE Student | ๐Ÿค– Probabilistic AI Enthusiast

๐Ÿš€ About Me

  • ๐Ÿ”ญ Currently contributing to pgmpy (Probabilistic Graphical Models library)
  • ๐Ÿง  Focused on Bayesian Networks & Probabilistic AI
  • โš™๏ธ Interested in improving real-world AI systems
  • ๐ŸŒฑ Continuously learning advanced concepts in AI & ML

๐Ÿง  Current Learning

  • Probabilistic Graphical Models

    • Bayesian Networks (Structure & Parameter Learning)
    • Exact & Approximate Inference (Variable Elimination, Sampling)

  • pgmpy Internals

    • Model architecture & CPDs
    • Inference engine optimization
    • Utility & performance improvements

  • Mathematics for AI

    • Probability Theory
    • Conditional Independence
    • Optimization basics

  • Advanced Exploration

    • Causal Inference
    • Graph-based AI models

๐Ÿค Open Source

  • ๐Ÿ‘ฏ Looking to collaborate on AI/ML & Probabilistic Models
  • ๐Ÿค Seeking help in advanced inference & optimization techniques

๐Ÿ’ฌ Ask Me About

  • ๐Ÿ Python & Problem Solving
  • ๐Ÿง  Bayesian Networks
  • ๐Ÿ“Š pgmpy usage & basics
  • ๐Ÿ” Probability & Inference
  • ๐Ÿ› ๏ธ Open Source Contribution

๐Ÿ’ผ Skills

๐Ÿ‘จโ€๐Ÿ’ป Programming

  • Python (Strong)
  • C++
  • Basic Java
  • C

๐Ÿง  AI / ML

  • Probabilistic Graphical Models
  • Bayesian Networks
  • Machine Learning Basics

ML Libraries & Frameworks

pgmpy (Bayesian Modeling & Inference)

scikit-learn (ML algorithms, preprocessing, evaluation)

NumPy (Numerical Computing)

Pandas (Data Analysis & Manipulation)

Matplotlib / Seaborn (Data Visualization)

๐Ÿ› ๏ธ Tools

  • Git & GitHub
  • VS Code
  • Linux

๐Ÿ“Š GitHub Stats

๐Ÿ“Œ Projects

  • ๐Ÿ”น Enhancing usability & performance
  • ๐Ÿ”น Exploring AI-based solutions

๐Ÿ“ซ Connect With Me

โšก Fun Fact

I enjoy solving complex problems and turning ideas into real working code ๐Ÿ’ก

๐Ÿ”ฅ Profile Views

profile views

โญ Focused on building intelligent systems using probability, logic, and code

Popular repositories Loading

  1. collage-demo collage-demo Public

  2. local local Public

  3. zulip zulip Public

    Forked from zulip/zulip

    Zulip server and web application. Open-source team chat that helps teams stay productive and focused.

    Python

  4. Python Python Public

    Forked from geekcomputers/Python

    My Python Examples

    Python

  5. Python12 Python12 Public

    Forked from TheAlgorithms/Python

    All Algorithms implemented in Python

    Python

  6. backend backend Public

    Python