For Data Science & Machine Learning Roles


  • πŸ‘‹ Hi, I’m Pradyumna!
  • πŸ‘€ I’m interested in … web dev, machine learning, linux (But currently, most importantly, something to do in the Summer :”) )
  • 🌱 I’m currently learning … DSA, Web Development, linux, python, machine learning
  • πŸ’žοΈ I’m looking to collaborate on … have nothing at the moment but you can contact me!
  • πŸ“« How to reach me … you can contact me at pradyumnamalladi2003@gmail.com

Github

Pradyumna's GitHub stats

Linkedin

https://www.linkedin.com/in/malladi-pradyumna/


# Relevant Courses Pursued

  • Mathematics 1 (Multivariate Calculus)
  • Mathematics 2 (Linear Algebra)
  • Machine Learning (Classification Algorithms)
  • Foundations of Data Science (Regression Algorithms)

# Relevant Projects (Formal under a Professor / Informal)

  • Monitoring of Water Quality Parameters via remote Satellite Imagery. Obtained good r2 scores for critical parameters such as Chlorophyll-a, Turbidity, Temperature, Salinity, etc under Prof. Anmala Jagadeesh.
  • Investigating In-Context Learning in Large Language Models under Prof. Venkatakrishnan Ramaswamy.
  • Implementation of several classical Machine Learning Models like the Perceptron, Logistic Regression, Fischer’s Linear Discriminant, etc in Numpy.
  • A Multi Layer Perceptron (MLP) library in c++ from scratch.
  • Implementation of Variational Auto-Encoders in pytorch and applying on the MNIST Datasets.
  • Regression Models in Numpy.


For Software Engineering Roles


# Relevant Courses Pursued

  • Data Structures and Algorithms
  • Object Oriented Programming
  • Database Management Systems
  • Operating Systems
  • Theory of Computation
  • Compiler Construction

# Relevant Projects (Informal)

  • Twitter Clone Backend in Rust (Actix-Web), Typescript (SolidJS), Redis and MySQL
  • Worked on A Retrieval Augmented Generation application using BERT Embeddings and a Flask Server.
  • Tutorial for making a Static Site Generator
  • Regex Library in pure C++ (Group Project with Dhruv, Rishabh, Keshav and Charitha)
  • Multi Layer Perceptron (MLP) Library in pure C++.