| --- |
| configs: |
| - config_name: train |
| data_files: |
| - split: train |
| path: |
| - data/stackoverflow_dataset.json |
| - data/github_dataset.json |
| - config_name: test |
| data_files: |
| - split: test |
| path: |
| - data/testing_stackoverflow_dataset.json |
| - data/testing_github_dataset.json |
|
|
| dataset_info: |
| - config_name: train |
| features: |
| - name: instruction |
| dtype: string |
| - name: input |
| dtype: string |
| - name: output |
| dtype: string |
| - name: system |
| dtype: string |
| configs: |
| - config_name: default |
| license: apache-2.0 |
| task_categories: |
| - text-generation |
| - question-answering |
| language: |
| - en |
| tags: |
| - eren5717 |
| - py_issues_en |
| - dbl_issues |
| size_categories: |
| - 10K<n<100K |
| questions_ids: |
| - 275 lines |
| data: |
| - 1652 lines |
| pretty_name: tensorflow,keras,pytorch |
| --- |
| |
|
|
| # TensorFlow, PyTorch, and Keras Framework Dataset: StackOverflow & GitHub |
|
|
| ## Dataset Overview |
|
|
| This dataset contains a collection of questions, answers, and code snippets related to the **TensorFlow**, **PyTorch**, and **Keras** frameworks, sourced from **StackOverflow** and **GitHub** repositories. It provides a comprehensive resource for researchers, practitioners, and developers interested in analyzing and enhancing their understanding of these popular machine learning frameworks. |
|
|
| ## Data Sources |
|
|
| - **StackOverflow posts**: User-generated questions and answers focused on common issues, optimizations, and best practices in TensorFlow, PyTorch, and Keras. |
| - **GitHub repositories**: Relevant code snippets, documentation, and discussions from open-source repositories that leverage these frameworks. |
|
|
| ## Use Cases |
|
|
| The dataset is designed to support various tasks such as: |
| - **Natural Language Processing (NLP)** |
| - **Sentiment analysis** |
| - **Code summarization** |
| - **Question-answering models** |
|
|
| It is a valuable resource for AI research and development related to deep learning and machine learning frameworks. |
|
|
| ## Data Structure |
|
|
| - **StackOverflow Data**: Contains questions, answers, and comments. Each entry includes metadata such as post ID, user ID, score, and relevant tags. |
| - **GitHub Data**: Includes code snippets, repository metadata, issues, and pull requests. |
|
|
| ## License |
|
|
| This dataset is made available for research and educational purposes. Please refer to the respective licenses of StackOverflow and GitHub for usage terms. |
|
|
| ## Acknowledgements |
|
|
| We would like to acknowledge StackOverflow and GitHub for providing the rich source of data that this dataset is based on. |
|
|
| ## Citation |
|
|
| If you use this dataset in your research, please cite it as follows: |
|
|
|
|
