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preetsojitra2712/README.md

Hi there, I'm Preet Sojitra

About Me

  • MSCS @ UC Riverside | Focus: Machine Learning & AI
  • Passionate about intelligent systems, model optimization, and scalable ML infrastructure
  • Currently developing tools for bias detection in VLMs and predictive autoscaling for AI workloads
  • Strong interest in generative modeling, semantic search, and AI deployment on cloud-native platforms
  • GSoC 2025 Contributor @ Unicode Consortium — building an LLM-based validator for global locale data quality (CLDR)
  • Highly interested in both Software Engineering and Machine Learning roles that solve real-world problems at scale
  • Always open to meaningful ML collaborations and open-source AI work

Skills

Programming Languages
Python, C++, SQL, Bash

Machine Learning & AI
Diffusion Models, Transformers, VLLMs, Supervised Learning, Semantic Search, Bias Analysis, Retrieval-Augmented Generation

Computer Vision
OpenCV, ResNet, DenseNet, MobileNet, ViT, DeconvNets, DeepLabv3, Semantic Segmentation, Person Re-ID

Cloud & DevOps
AWS, Kubernetes (EKS), Docker, CloudLab, HPA, CI/CD

Frameworks & Libraries
PyTorch, TensorFlow, HuggingFace, Scikit-learn, LangChain, FastAPI, Gradio

Databases
MongoDB, MySQL, PostgreSQL


Featured Projects

  • Gravitational Lensing Generator using DDPM – Realistic image synthesis for astrophysics using diffusion models
  • Semantic Search Engine for Medicine – Scalable web-crawler and semantic retriever for online pharmacies
  • Smart Autoscaler for Kubernetes – ML-driven horizontal autoscaler for optimizing AI workloads
  • Vision-Language Bias Analyzer – Bias detection pipeline for societal fairness in vision-language models
  • GSoC 2025: CLDR LLM Validator – AI tool to validate multilingual locale data at scale using LLMs

Connect with Me


Turning complex ML models into accessible real-world solutions.

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