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1. Fine-Tuning-LLMs-under-Resource-Constraints Fine-Tuning-LLMs-under-Resource-Constraints Public

   Fine-tuned Llama-2-7b model using LoRA and QLoRA (4-bit) for efficient training on a single GPU, resulting in ~24 minutes for NLP tasks.

   Jupyter Notebook

2. Analyzing-Sentiments-of-Fine-Food-Reviews-on-Amazon Analyzing-Sentiments-of-Fine-Food-Reviews-on-Amazon Public

   Analyzed Amazon Fine Food Reviews using VADER and Logistic Regression to compare rule-based and machine learning sentiment analysis, providing insights into customer satisfaction and product improv…

   Jupyter Notebook

3. Event-Recommendation-System Event-Recommendation-System Public

   Built a hybrid Event Recommendation System using collaborative and content-based filtering to generate personalized event suggestions, improving accuracy and diversity despite sparse user data.

   Jupyter Notebook

4. Shift-Detection-using-Image-Correlation Shift-Detection-using-Image-Correlation Public

   Implemented an FFT-based image correlation algorithm to detect and correct spatial shifts between images, validated with synthetic test data and visual error maps for accurate alignment.

   Python

5. Multimodal-framework-for-summarizing-short-form-video Multimodal-framework-for-summarizing-short-form-video Public

   Developed a multi-tool pipeline to summarize short-form videos. The workflow performs scene detection and keyframe extraction (PySceneDetect), generates keyframe captions (BLIP), runs object detect…

   Python

6. Database-Design Database-Design Public

   Designed a rental database from ER modeling to Oracle implementation. Converted the conceptual model to 3NF tables with integrity constraints, created and loaded the schema in Oracle, and written S…