// Technical Expertise

Skills & Tools

A deep, mathematically-grounded technical stack built for generative AI research and robust machine learning engineering.

Core Competencies

Technical Skills

Programming Languages

Python C C++ Java SQL

ML / DL Frameworks

PyTorch TensorFlow Keras Scikit-learn NumPy Pandas

Mathematics

Linear Algebra Probability Theory Optimization Statistics Calculus

Deep Learning Methods

GANs / WGAN-GP CNNs RNNs / LSTM Transformers Autoencoders 1D Conv Networks

Research Areas

Generative AI Data Augmentation EEG / BCI Representation Learning Robust ML Transfer Learning

Tools & Environment

Git & GitHub Linux / Bash Jupyter Notebook Google Colab PyCharm VS Code

Analytical Skills

Competitive Programming

600+

Problems Solved Across Global Platforms

Consistent practice in competitive programming sharpens the algorithmic thinking, complexity analysis, and mathematical reasoning that underpins strong research work. Strong foundations in graph algorithms, dynamic programming, number theory, and data structures.

Codeforces UVA Online Judge LightOJ CodeChef CSES

Relevant Coursework

Machine Learning

Deep Learning

Artificial Intelligence

Computer Vision

Digital Image Processing

Probability & Statistics

Linear Algebra

Optimization

Data Structures & Algorithms

Operating Systems

Database Systems

Numerical Methods