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