Research Experiments

Tokenization Pipeline

Personal 2021 -

Explored preprocessing workflows for preparing text datasets, testing different tokenization strategies for smoother model training.

Text Fine-tuning Example

Hybrid Chains

Personal 2023 -

Linked models across modalities, experimenting with multi-stage reasoning flows and unconventional input–output loops.

Image Fine-tuning Example

Efficiency Tweaks

Research 2021 -

Trialed methods like parameter-efficient fine-tuning, quantization, and dataset reduction to improve speed and resource use.

Concept Model Example

Synthetic Data

Research 2021 -

Generated artificial datasets to augment scarce domains, stress-testing models under controlled conditions.

Concept Model Example