The MLOps Blog

MARCH 23, 2023

Models like for example ChatGPT, Gopher **(280B), GPT-3 (175B), Jurassic-1 (178B), and Megatron-Turing NLG (530B) are predominantly very large and often addressed as large language models or LLMs. Even if you are fine-tuning an average-sized model for a large-scale application, you need to muster a huge amount of data. Sure there is.

NLP 115

NLP LLM Large Language Models Natural Language Processing 115

AWS Machine Learning Blog

OCTOBER 19, 2023

Customers increasingly want to use deep learning approaches such as large language models (LLMs) to automate the extraction of data and insights. For many industries, data that is useful for machine learning (ML) may contain personally identifiable information (PII).

Machine Learning 87

Machine Learning Python ML Automation 87

AWS Machine Learning Blog

JANUARY 29, 2024

When deploying a large language model (LLM), machine learning (ML) practitioners typically care about two measurements for model serving performance: latency, defined by the time it takes to generate a single token, and throughput, defined by the number of tokens generated per second.

LLM 95

LLM Machine Learning ML Algorithm 95

AWS Machine Learning Blog

NOVEMBER 30, 2023

The bottom layer is the infrastructure to train Large Language Models (LLMs) and other Foundation Models (FMs) and produce inferences or predictions. We believe generative AI has the potential over time to transform virtually every customer experience we know. Innovative startups like Perplexity AI are going all in on AWS for generative AI.

Generative AI 126

Generative AI AI AI ML 126

Flipboard

APRIL 13, 2023

The seeds of a machine learning (ML) paradigm shift have existed for decades, but with the ready availability of scalable compute capacity, a massive proliferation of data, and the rapid advancement of ML technologies, customers across industries are transforming their businesses.

Generative AI 182

Generative AI ML AI AI 182

Bugra Akyildiz

JUNE 25, 2023

Articles Airbnb's data management platform has evolved over the past 6 years. The platform started with Dataportal, which aimed to "democratize data" at Airbnb by enabling data users to find trusted data. Metis has been serving critical roles across data compliance, data reliability, and data quality initiatives.

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Data Quality Artificial Intelligence Artificial Intelligence Metadata 52