keras-nlp
Spectrum
| keras-nlp | Spectrum | |
|---|---|---|
| 2 | 2 | |
| 701 | 44 | |
| 3.1% | - | |
| 9.5 | 0.0 | |
| 3 days ago | over 3 years ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
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.
keras-nlp
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Keras 3.0
Yes, Keras can be used to build LLMs. In fact this is one of the main use cases.
There are some tutorials about how to do it "from scratch", like this: https://keras.io/examples/nlp/neural_machine_translation_wit...
Otherwise, if you want to reuse an existing LLM (or just see how a large one would be implemented in practice) you can check out the models from KerasNLP. For instance, this is BERT, basically just a stack of TransformerEncoders. https://github.com/keras-team/keras-nlp/blob/master/keras_nl...
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Keras Core: Keras for TensorFlow, Jax, and PyTorch
Yes, you can check out KerasCV and KerasNLP which host pretrained models like ResNet, BERT, and many more. They run on all backends as of the latest releases (today), and converting them to be backend-agnostic was pretty smooth! It took a couple of weeks to convert the whole packages.
https://github.com/keras-team/keras-nlp/tree/master/keras_nl...
Spectrum
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AI that generates rap lyrics (Open-Source + Live Demo)
if you want to learn more about or see the code you can check out the Github( https://github.com/YigitGunduc/Spectrum) repo
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AI that generates rap music lyrics (ml/dl) (Open-Source)
yes flask for the backend and bootstrap for the frontend (here is the code fo the web app : https://github.com/YigitGunduc/Spectrum/tree/master/WebApp)
What are some alternatives?
keras-core - A multi-backend implementation of the Keras API, with support for TensorFlow, JAX, and PyTorch.
DeepCreamPy - Decensoring Hentai with Deep Neural Networks
MAGIST-Algorithm - Multi-Agent Generally Intelligent Simultaneous Training Algorithm for Project Zeta
textgenrnn - Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.
i6_experiments
Tensorflow-Lyrics-Generator - Simple Tensorflow Lyrics Generator (trained from 7 Metallica songs) using LSTMs
returnn - The RWTH extensible training framework for universal recurrent neural networks
ai-music - A vanilla Trasformer Decoder music generation model trained on Final Fantasy OST MIDI songs
keras-cv - Industry-strength Computer Vision workflows with Keras
ydata-synthetic - Synthetic data generators for tabular and time-series data
d2l-en - Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
RAVE - Official implementation of the RAVE model: a Realtime Audio Variational autoEncoder