Expertise

Programming

Python, R

Machine Learning & Computer Vision

PyTorch, TensorFlow, Keras, CNNs, YOLO, transfer learning, data augmentation, model evaluation, confusion matrix analysis, hyperparameter tuning

Data & Datasets

Pandas, NumPy, dataset collection, annotation workflows, labeling pipelines, data preprocessing, data quality control

Systems & Real-Time Processing

GStreamer, RTSP streaming, real-time video processing, distributed pipelines, low-latency inference systems

Backend & APIs

Django, Django REST Framework (DRF), FastAPI, Flask, REST API design

Experimentation & Research Practices

Reproducible pipelines, experiment tracking, performance evaluation, statistical analysis for ML models

Tools & Infrastructure

Docker, Git, Linux