22 Quotes
"A transformer model is a neural network that learns context and thus meaning by tracking relationships in sequential data like the words in this sentence."
— Rick Merritt
What Is a Transformer Model?"Transformer models apply an evolving set of mathematical techniques, called attention or self-attention, to detect subtle ways even distant data elements in a series influence and depend on each other."
— Rick Merritt
What Is a Transformer Model?"Transformers are translating text and speech in near real-time, opening meetings and classrooms to diverse and hearing-impaired attendees."
— Rick Merritt
What Is a Transformer Model?"Transformers can detect trends and anomalies to prevent fraud, streamline manufacturing, make online recommendations or improve healthcare."
— Rick Merritt
What Is a Transformer Model?"People use transformers every time they search on Google or Microsoft Bing."
— Rick Merritt
What Is a Transformer Model?"Created with large datasets, transformers make accurate predictions that drive their wider use, generating more data that can be used to create even better models."
— Rick Merritt
What Is a Transformer Model?"Transformers are in many cases replacing convolutional and recurrent neural networks (CNNs and RNNs), the most popular types of deep learning models just five years ago."
— Rick Merritt
What Is a Transformer Model?"Before transformers arrived, users had to train neural networks with large, labeled datasets that were costly and time-consuming to produce."
— Rick Merritt
What Is a Transformer Model?"By finding patterns between elements mathematically, transformers eliminate that need, making available the trillions of images and petabytes of text data on the web and in corporate databases."
— Rick Merritt
What Is a Transformer Model?"In addition, the math that transformers use lends itself to parallel processing, so these models can run fast."
— Rick Merritt
What Is a Transformer Model?"Small but strategic additions to these blocks (shown in the diagram below) make transformers uniquely powerful."
— Rick Merritt
What Is a Transformer Model?"Transformers use positional encoders to tag data elements coming in and out of the network. Attention units follow these tags, calculating a kind of algebraic map of how each element relates to the others."
— Rick Merritt
What Is a Transformer Model?"Attention queries are typically executed in parallel by calculating a matrix of equations in what’s called multi-headed attention."
— Rick Merritt
What Is a Transformer Model?"“Meaning is a result of relationships between things, and self-attention is a general way of learning relationships,”"
— Rick Merritt
What Is a Transformer Model?"“Machine translation was a good vehicle to validate self-attention because you needed short- and long-distance relationships among words,”"
— Rick Merritt
What Is a Transformer Model?"Thanks to a basket of techniques, they trained their model in just 3.5 days on eight NVIDIA GPUs, a small fraction of the time and cost of training prior models. They trained it on datasets with up to a billion pairs of words."
— Rick Merritt
What Is a Transformer Model?"Their Bidirectional Encoder Representations from Transformers (BERT) model set 11 new records and became part of the algorithm behind Google search."
— Rick Merritt
What Is a Transformer Model?"Soon transformer models were being adapted for science and healthcare."
— Rick Merritt
What Is a Transformer Model?"DeepMind, in London, advanced the understanding of proteins, the building blocks of life, using a transformer called AlphaFold2, described in a recent Nature article."
— Rick Merritt
What Is a Transformer Model?"NVIDIA and Microsoft hit a high watermark in November, announcing the Megatron-Turing Natural Language Generation model (MT-NLG) with 530 billion parameters. It debuted along with a new framework, NVIDIA NeMo Megatron, that aims to let any business create its own billion- or trillion-parameter transformers to power custom chatbots, personal assistants and other AI applications that understand language."
— Rick Merritt
What Is a Transformer Model?"To provide the computing muscle those models need, our latest accelerator — the NVIDIA H100 Tensor Core GPU — packs a Transformer Engine and supports a new FP8 format. That speeds training while preserving accuracy."
— Rick Merritt
What Is a Transformer Model?"Retrieval-based models learn by submitting queries to a database. “It’s cool because you can be choosy about what you put in that knowledge base,” he said."
— Rick Merritt
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