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anil-francis

PROFILE

Anil-francis

Developed an end-to-end image captioning fine-tuning notebook for the intel/AI-PC-Samples repository, focusing on the BLIP-large model with PyTorch XPU support on the Hephaestus dataset. The work encompassed data preparation, model training, evaluation using BERTScore, and practical visualizations to assess caption quality. Delivered as a Jupyter Notebook, the solution included clear setup and usage instructions, enabling reproducible experimentation and facilitating cross-hardware compatibility. The implementation provided a reusable foundation for future image captioning research, emphasizing maintainability and extensibility. No bug fixes were addressed during this period, as the primary focus remained on robust feature delivery and comprehensive documentation.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
4,518
Activity Months1

Work History

July 2025

1 Commits • 1 Features

Jul 1, 2025

July 2025: Delivered the Image Captioning Fine-Tuning Notebook (BLIP-large on Hephaestus with PyTorch XPU) for intel/AI-PC-Samples. End-to-end workflow added: data preparation, fine-tuning, evaluation, and visualizations for caption quality improvement. The feature is ready for reproducible experimentation and cross-XPU usage, with clear instructions and practical visualization outputs. No major bugs fixed this month; focus was on feature delivery and documentation. Key commit: fef9826eb734f1fa60023c0ac5e07542eb2d93f6 ('added finetuning notebook (#256)').

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance60.0%
AI Usage60.0%

Skills & Technologies

Programming Languages

MarkdownPython

Technical Skills

BERTScoreData PreparationFine-tuningHugging Face TransformersImage CaptioningJupyter NotebooksModel EvaluationPyTorchPyTorch XPU

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

intel/AI-PC-Samples

Jul 2025 Jul 2025
1 Month active

Languages Used

MarkdownPython

Technical Skills

BERTScoreData PreparationFine-tuningHugging Face TransformersImage CaptioningJupyter Notebooks