dataset-viewer
datasets
| dataset-viewer | datasets | |
|---|---|---|
| 6 | 5 | |
| 622 | 4,192 | |
| 4.0% | 1.1% | |
| 9.8 | 9.4 | |
| 1 day ago | 7 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
dataset-viewer
datasets
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TensorFlow Datasets (TFDS): a collection of ready-to-use datasets
I tried Librispeech, a very common dataset for speech recognition, in both HF and TFDS.
TFDS performed extremely bad.
First it failed because the official hosting server only allows 5 simultaneous connections, and TFDS totally ignored that and makes up to 50 simultaneous downloads and that breaks. I wonder if anyone actually tested this?
Then you need to have some computer with 30GB to do the preparation, which might fail on your computer. This is where I stopped. https://github.com/tensorflow/datasets/issues/3887. It might be fixed now but it took them 8 months to respond to my issue.
On HF, it just worked. There was a smaller issue in how the dataset was split up but that is fixed now, and their response was very fast and great.
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We built a pi controlled hydroponics box that grows your plants 1.5x faster using ML
but it looks like none of your plants are supported by the plantvillage model, or do I understand something wrong? https://github.com/tensorflow/datasets/blob/master/tensorflow_datasets/image_classification/plant_village.py#L57
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Voice Recognition with Tensorflow
To do our example, we're going to use some audio files released by Google.
What are some alternatives?
aphrodite-engine - PygmalionAI's large-scale inference engine
Activeloop Hub - Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai [Moved to: https://github.com/activeloopai/deeplake]
diffgram - The AI Datastore for Schemas, BLOBs, and Predictions. Use with your apps or integrate built-in Human Supervision, Data Workflow, and UI Catalog to get the most value out of your AI Data.
flax - Flax is a neural network library for JAX that is designed for flexibility.
datasets - 🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools
jax-models - Unofficial JAX implementations of deep learning research papers
squirrel-core - A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient way :chestnut:
FedScale - FedScale is a scalable and extensible open-source federated learning (FL) platform.
tasksource - Datasets collection and preprocessings framework for NLP extreme multitask learning
trax - Trax — Deep Learning with Clear Code and Speed
jaxopt - Hardware accelerated, batchable and differentiable optimizers in JAX.
ESC-50 - ESC-50: Dataset for Environmental Sound Classification