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1. Text-Generation-LoRA-and-Knowledge-Distillation Text-Generation-LoRA-and-Knowledge-Distillation Public

   This repository contains the solutions and discussions for Assignment #2 of the course E0270: Machine Learning. The assignment covers three main topics: Text Generation with GPT-2, Low Rank Adaptat…

   Python 2

2. Editing-Techniques-Across-LLM-Architectures Editing-Techniques-Across-LLM-Architectures Public

   This project investigates model editing techniques for Large Language Models (LLMs), focusing on how these models can be modified in specific domains without compromising overall performance.

   Jupyter Notebook 1

3. Modelling-Indian-Names Modelling-Indian-Names Public

   Used patterns in Indian names that models could learn, modelling those using n-gram models, then moved to neural n-gram and RNN models.

   Jupyter Notebook

4. Comparison_Analysis_of_embeddings Comparison_Analysis_of_embeddings Public

   Conducted intrinsic evaluation of word embeddings through analogy and similarity tests, comparing the custom Skip-gram model’s performance against Google’s pre-trained Word2Vec model to assess the …

   Jupyter Notebook

5. Translation-Using-Sequence-to-Sequence-Modelling Translation-Using-Sequence-to-Sequence-Modelling Public

   Translating Indian Names to Hindi, a sequence-to-sequence modeling task, using character-level conditional language models.

   Python

6. Determining-Equivalence-of-Quora-Question-Pairs Determining-Equivalence-of-Quora-Question-Pairs Public

   Jupyter Notebook