huggingface/cookbook
Dec 2024 – Jan 2025
2 Months active
Languages Used
JSONMarkdownPythonYAMLJupyter Notebook
Technical Skills
API IntegrationData AnalysisDocumentationJupyter NotebooksLLM EvaluationMachine Learning
James Liounis
PROFILE
James Liounis
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
6Total
Bugs
0
Commits
6
Features
2
Lines of code
1,775
Activity Months2
Your Network
28 peopleSame Organization
@quotientai.co1
Work History
January 2025
1 Commits • 1 Features
Jan 1, 2025January 2025 monthly summary for huggingface/cookbook: Notebook Clarity and Documentation Enhancement for AI Evaluation. Delivered targeted documentation improvements in a Jupyter notebook to increase clarity, provide context, and outline evaluation guidance for AI search engines. Updated Natural Questions dataset description and added explicit rationale for selecting a TogetherAI model, enhancing reproducibility and user onboarding. All changes are documentation-focused with a single commit, minimizing risk while improving evaluators' experience.
1 Commits • 1 Features
Jan 1, 2025January 2025 monthly summary for huggingface/cookbook: Notebook Clarity and Documentation Enhancement for AI Evaluation. Delivered targeted documentation improvements in a Jupyter notebook to increase clarity, provide context, and outline evaluation guidance for AI search engines. Updated Natural Questions dataset description and added explicit rationale for selecting a TogetherAI model, enhancing reproducibility and user onboarding. All changes are documentation-focused with a single commit, minimizing risk while improving evaluators' experience.
January 2025
December 2024
5 Commits • 1 Features
Dec 1, 2024In December 2024, delivered a new AI Search Engine Evaluation notebook in the huggingface/cookbook repository, with benchmarking across Gemini, Perplexity, and Exa using the judges library. Documentation updates were added to surface and organize the notebook within the project docs (TOC, index, and notebooks section), improving discoverability for data scientists and researchers. Implemented a minor refactor of the notebook intro to clarify judges availability and provide clearer context around the Natural Questions dataset. Reorganized notebooks and ensured smooth integration with existing docs structure for maintainability and reproducibility. Deployment-related fixes were applied to stabilize the notebook and docs build process, with ongoing traceability through committed changes.
December 2024
5 Commits • 1 Features
Dec 1, 2024In December 2024, delivered a new AI Search Engine Evaluation notebook in the huggingface/cookbook repository, with benchmarking across Gemini, Perplexity, and Exa using the judges library. Documentation updates were added to surface and organize the notebook within the project docs (TOC, index, and notebooks section), improving discoverability for data scientists and researchers. Implemented a minor refactor of the notebook intro to clarify judges availability and provide clearer context around the Natural Questions dataset. Reorganized notebooks and ensured smooth integration with existing docs structure for maintainability and reproducibility. Deployment-related fixes were applied to stabilize the notebook and docs build process, with ongoing traceability through committed changes.
Activity
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Quality Metrics
Correctness95.0%
Maintainability93.4%
Architecture90.0%
Performance88.4%
AI Usage33.4%
Skills & Technologies
Programming Languages
JSONJupyter NotebookMarkdownPythonYAML
Technical Skills
API IntegrationData AnalysisDocumentationJupyter NotebooksLLM EvaluationMachine LearningNatural Language ProcessingTechnical Writing
Repositories Contributed To
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