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Student
Data Scientist
June 14, 2026 – Present
salsa-unlearn
January 14, 2025 – Present
SALSA Unlearning Library (salsa-unlearn) is a PyTorch framework for machine unlearning in classification models, enabling fast benchmarking and deployment of state-of-the-art unlearning methods. Built as the official implementation of SALSA, it offers a modular pipeline for pretraining, unlearning, and evaluation.
View ProjectTorchOptimizer
January 10, 2025 – January 10, 2025
TorchOptimizer is a parallel Bayesian Optimization framework for PyTorch Lightning models that uses Gaussian Processes to efficiently explore hyperparameter search spaces.
View ProjectLoRA-ViT-Pipeline
December 19, 2024 – December 19, 2024
This repository provides an efficient framework for fine-tuning Vision Transformers using Low-Rank Adaptation (LoRA). It includes a training pipeline for adapting pre-trained models and an inference pipeline to load and switch between multiple LoRA weight sets, optimizing I/O performance for task-specific inference.
View ProjectSIREN
December 19, 2024 – December 14, 2025
SIREN is a solution for detecting AI-generated images and explaining the classification. It includes SIREN-δ for robust image classification and SIREN-α for artifact detection and explanation generation. Using EfficientNet and CLIP-based models, it offers high accuracy and interpretability in distinguishing synthetic content.
View ProjectTransformer_Translator
July 5, 2024 – July 5, 2024
Transformer_Translator — GitHub repository
View ProjectCultural Fit Analysis
The candidate's projects are primarily personal and research-oriented, indicating a strong drive for independent learning and exploration in advanced ML topics. However, the lack of team-based or industry projects makes it difficult to assess collaboration skills or fit within a structured corporate environment. The experience level is listed as 0, and the current role is 'Student', which suggests a strong academic/research background but limited professional experience. This might require a team that values research and development but also provides mentorship for transitioning into industry practices.
Soft Skills & Operational Fit
Insufficient data to assess soft skills and operational fit. The psychometric test score is 0, indicating no assessment was completed.