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Arian Arfaian

PROFILE

Arian Arfaian

Arian Arfaian developed a Colab notebook for the google-ai-edge/mediapipe-samples repository to support the IO Connect 2025 workshop, focusing on enabling LoRA-based fine-tuning of the Gemma 3 1B model for text-to-SQL tasks. Using Python and Jupyter Notebooks, Arian updated generation prompts to improve accuracy and user guidance, while reorganizing the notebook structure for better maintainability and discoverability. The work included repository hygiene improvements, such as relocating files and ensuring clean, reproducible outputs by removing cell outputs and execution counts. This contribution demonstrated depth in deep learning, file management, and practical application of Hugging Face Transformers.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

4Total
Bugs
1
Commits
4
Features
1
Lines of code
20,762
Activity Months1

Work History

June 2025

4 Commits • 1 Features

Jun 1, 2025

In June 2025, delivered a Colab-focused contribution for the google-ai-edge/mediapipe-samples project to support the IO Connect 2025 workshop. The work centered on enabling LoRA-based fine-tuning for Gemma 3 1B to generate text-to-SQL, updating generation prompts, and reorganizing the notebook for maintainability and clarity. Also performed repository hygiene improvements by relocating the Colab notebook into the appropriate directory and ensuring clean, reproducible outputs for workshop participants.

Activity

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Quality Metrics

Correctness95.0%
Maintainability95.0%
Architecture90.0%
Performance90.0%
AI Usage50.0%

Skills & Technologies

Programming Languages

JSONJupyter NotebookPython

Technical Skills

Bug FixingColaboratoryData EngineeringDeep LearningFile ManagementFine-tuningGoogle ColabHugging Face DatasetsHugging Face TRLHugging Face TransformersJupyter NotebooksLarge Language ModelsLoRAMachine LearningMediaPipe

Repositories Contributed To

1 repo

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

google-ai-edge/mediapipe-samples

Jun 2025 Jun 2025
1 Month active

Languages Used

JSONJupyter NotebookPython

Technical Skills

Bug FixingColaboratoryData EngineeringDeep LearningFile ManagementFine-tuning

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