datasets
examples
datasets | examples | |
---|---|---|
5 | 1 | |
4,200 | 7 | |
1.3% | - | |
9.4 | 0.0 | |
5 days ago | about 3 years ago | |
Python | Python | |
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.
datasets
-
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.
-
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
-
Voice Recognition with Tensorflow
To do our example, we're going to use some audio files released by Google.
examples
-
Voice Recognition with Tensorflow
You can find the full code in this Github repo.
What are some alternatives?
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]
flax - Flax is a neural network library for JAX that is designed for flexibility.
jax-models - Unofficial JAX implementations of deep learning research papers
FedScale - FedScale is a scalable and extensible open-source federated learning (FL) platform.
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
einops - Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
numpyro - Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
examples - TensorFlow examples
blackjack-basic-strategy - A computer vision powered Blackjack basic strategy app powered by Roboflow.
dataset-viewer - Lightweight web API for visualizing and exploring any dataset - computer vision, speech, text, and tabular - stored on the Hugging Face Hub