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odedmous's Projects

advanced_nlp_ex1 icon advanced_nlp_ex1

Fine tuning 3 different pretrained models to perform sentiment analysis on the SST2 dataset.

dp-decoding-in-llm icon dp-decoding-in-llm

Experiment a differentially private decoding strategy for Large Language Models.

enhancing-by-supporting-tasks-components icon enhancing-by-supporting-tasks-components

In this project, we propose to deal with the data scarcity problem in a specific NLP task by harnessing existing annotated datasets from related tasks. Our approach involves training a multi-head architecture concurrently on both the main task and these “supporting” tasks. We experimented this approach on medical NLP tasks and on three GLUE tasks.

hmm-pos-tagger icon hmm-pos-tagger

Implement and compare several Hidden Markov Models for a "parts of speech tagging" task.

imbalanced-dataset icon imbalanced-dataset

Develop a neural network model which classify cars, trucks and cats, while dealing with imbalanced dataset. In addition, generate an adversarial image that designed to deceive the trained model.

karger-algorithm-cpp icon karger-algorithm-cpp

Implement with C++ the karger's algorithm which designed to find a minimum cut in a connected graph with high probability.

medical-image-registration icon medical-image-registration

Implement geometry-based and intensity-based registration algorithms between pairs of retinal 2D scans. Libraries: numpy, opencv, skimage

sepsis-rl icon sepsis-rl

My implementation of a Reinforcement Learning framework for Sepsis management.

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