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: