Project

A collection of machine learning and AI research projects focusing on AI Alignment, Efficient ML, and Speech Processing.

Topic

An open-source project exploring reinforcement learning techniques to boost reasoning capabilities in small large language models.

PythonPyTorchvLLMHugging Face
Reinforcement LearningMachine LearningLarge Language ModelsReasoning

An educational project featuring Jupyter notebooks to implement and understand machine learning algorithms from scratch.

PythonJupyterNumPyPandasScikit-learnMatplotlib
Machine LearningEducationAlgorithms

An implementation of VITS for Japanese text-to-speech, enabling single-stage training and parallel sampling.

PythonPyTorchNumPyTorch
Text-to-SpeechMachine LearningNatural Language Processing

Top 3 finish in NeurIPS 2023 LLM Efficiency Challenge, developing highly efficient LLMs under strict computational constraints.

PythonPyTorchQLoRATransformersPEFT
Large Language ModelsCompetitionEfficiency

Sequence-to-sequence model with attention mechanism for converting written text to phonetic representations.

PythonPyTorchSequence-to-SequenceAttention Mechanism
Speech ProcessingDeep LearningNLP