AWS Machine Learning Blog

JANUARY 16, 2024

When saving model artifacts in the local repository, the first step is to save the model’s learnable parameters, such as model weights and biases of each layer in the neural network, as a ‘pt’ file. The tokenizer and preprocessor also need to be saved separately to ensure the Hugging Face model works properly.

Python 104

Python Machine Learning Deep Learning Metadata 104

Mlearning.ai

MARCH 6, 2023

The general Neural Networks can easily misclassify things by adding even a tiny amount of noise into the original data. While the separation boundaries between classes may appear linear, they are made up of linearities, and even a small alteration to a feature point can result in misclassification.

Neural Network 52

Neural Network Convolutional Neural Networks Machine Learning Natural Language Processing 52

deepsense.ai

FEBRUARY 6, 2024

In this blog post, we will explore techniques and strategies that leverage the latest advancements in the field to address the challenges of image segmentation with limited training data. This is achieved through the use of contrastive learning. This modular approach allows the exchange or fine-tuning of all three models separately.

Prompt Engineer 82

Prompt Engineer Prompt Engineering NLP Computer Vision 82

AssemblyAI

SEPTEMBER 22, 2023

In August – Meta released a tool for AI-generated audio named AudioCraft and open-sourced all of its underlying models, including MusicGen. Here are the main takeaways: MuLan generates embeddings for the text prompt and a spectrogram of the target audio. ” But how do these new models for music generation work?

Convolutional Neural Networks 246

Convolutional Neural Networks AI AI Data Scarcity 246

Bugra Akyildiz

JANUARY 2, 2024

Originally developed for language, it has proven useful in domains as varied as computer vision , audio , genomics , protein folding , and more. Details: [link] Audiobox Our new foundation research model for audio generation. Libraries AudioSep , a foundation model for open-domain sound separation with natural language queries.

Robotics 52

Robotics Computer Vision Algorithm Neural Network 52

Google Research AI blog

JANUARY 18, 2023

Posted by Jeff Dean, Senior Fellow and SVP of Google Research, on behalf of the Google Research community Today we kick off a series of blog posts about exciting new developments from Google Research. The neural network perceives an image, and generates a sequence of tokens for each object, which correspond to bounding boxes and class labels.

Computer Vision 132

Computer Vision Auto-classification Large Language Models Neural Network 132

ML Review

MAY 3, 2018

Similar to the advancements seen in Computer Vision, NLP as a field has seen a comparable influx and adoption of deep learning techniques, especially with the development of techniques such as Word Embeddings [6] and Recurrent Neural Networks (RNNs) [7]. A sample group which outperforms the general population on average. [15]

Neural Network 52

Neural Network Computer Vision Deep Learning Convolutional Neural Networks 52