Jun 17, 2023 · Delve into Transformer architectures: from the original encoder-decoder structure, to BERT & RoBERTa encoder-only models, to the GPT series focused on decoding. Explore their evolution, strengths, & applications in NLP tasks.

Aug 28, 2023 · In the realm of generative artificial intelligence (AI), the dynamic duo of encoders and decoders plays a pivotal role in bringing machines closer to mimicking human creativity.

Sep 13, 2023 · Heard the term “Generative AI” mentioned a lot? But unsure what Generative AI actually is? How it operates? What makes it tick? In today's post, written by resident Data Scientist, Khalil Adib, we explore a fundamental component …

Dec 18, 2023 · Function: Decoders are designed to reconstruct or generate output data from an internal representation, effectively translating complex data structures into a more interpretable form. Usage: They...

Nov 29, 2023 · In this study, we present TransformEHR, a generative encoder-decoder model with transformer that is pretrained using a new pretraining objective—predicting all diseases and outcomes of a patient...

Nov 25, 2023 · Examples of encoder-only models: • BERT • ROBERTA. Decoder-Only Models: Decoder-models use only the decoder part of the transformer architecture. They are also known as autoregressive...

Oct 1, 2024 · Encoder-decoder is a type of neural network architecture used for sequential data processing and generation. In deep learning, the encoder-decoder architecture is a type of neural network most widely associated with the transformer architecture and used in sequence-to-sequence learning.

Oct 22, 2023 · Learn about advanced AI models like BERT, GPT, VAE, LSTM, and CNN and their practical use in encoding and decoding data. Explore real-time applications of Encoders and Decoders across diverse domains. Gain insights into the ethical considerations and responsible use of AI-generated content.

Dec 10, 2024 · Encoders and decoders play a very important role in Generative Artificial Intelligence (GenAI) models to learn from vast datasets and generate output based on a new query. There are various fundamental GenAI models that function based on …

Dec 13, 2023 · Example: GPT (Generative Pre-trained Transformer), renowned for its creative text generation, employs a unidirectional decoder for autoregressive language modeling. It excels in tasks like story generation and dialogue completion.