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1. mlp4cs mlp4cs Public

   Modular multi-LLM pipeline for task-oriented dialogue on MultiWOZ 2.2. Compares single-LLM baseline vs modular zero-shot vs LoRA fine-tuned architectures across hotel and restaurant booking domains.

   Jupyter Notebook 1

2. weather-time-series-forecasting weather-time-series-forecasting Public

   Time series forecasting on weather data using AR, RNN, Attention, and Transformer models across multiple resolutions and prediction horizons.

   Jupyter Notebook 1

3. clarity-classification-nlp clarity-classification-nlp Public

   Political response clarity classification (SemEval 2026 Task 6): from classical ML to fine-tuned encoders, LLM prompting, and multi-agent workflows.

   Jupyter Notebook

4. llm-from-scratch llm-from-scratch Public

   Core LLM components implemented step by step in PyTorch, following Raschka's "Build a Large Language Model From Scratch": tokenization, attention, GPT architecture, pretraining, and fine-tuning.

   Jupyter Notebook

5. sea-sar-detectors sea-sar-detectors Public

   Implementation and evaluation of object detectors (YOLOv1, Faster R-CNN, RetinaNet, YOLOv8, DETR) on the SeaDronesSee dataset, a collection of drone-captured images designed for small-object mariti…

   Python 1

6. auto-suggest-offline auto-suggest-offline Public

   Offline component of the Auto-Suggest system for learning pandas operations from real-world Jupyter notebooks, and recommending top choices of how to perform a data preparation operation and what o…

   Jupyter Notebook