BAIR

MARCH 11, 2024

These fantastic individuals bring with them a wealth of knowledge, fresh ideas, and a drive to continue contributing to the advancement of AI. Specifically, I work on methods that algorithmically generates diverse training environments (i.e., learning scenarios) for autonomous agents to improve generalization and sample efficiency.

Robotics 100

Robotics Natural Language Processing Machine Learning Computer Vision 100

AWS Machine Learning Blog

FEBRUARY 26, 2024

Large Language Models (LLMs) have revolutionized the field of natural language processing (NLP), improving tasks such as language translation, text summarization, and sentiment analysis. Monitoring the performance and behavior of LLMs is a critical task for ensuring their safety and effectiveness.

Large Language Models 105

Large Language Models LLM Big Data Natural Language Processing 105

AWS Machine Learning Blog

MARCH 13, 2024

By orchestrating toxicity classification with large language models (LLMs) using generative AI, we offer a solution that balances simplicity, latency, cost, and flexibility to satisfy various requirements. LLMs, in contrast, offer a high degree of flexibility.

LLM 101

LLM Natural Language Processing Prompt Engineer Prompt Engineering 101

AWS Machine Learning Blog

JUNE 8, 2023

However, businesses can meet this challenge while providing personalized and efficient customer service with the advancements in generative artificial intelligence (generative AI) powered by large language models (LLMs). Generative AI chatbots have gained notoriety for their ability to imitate human intellect.

Generative AI 71

Generative AI LLM Large Language Models Machine Learning 71

AWS Machine Learning Blog

FEBRUARY 28, 2024

Structured Query Language (SQL) is a complex language that requires an understanding of databases and metadata. Today, generative AI can enable people without SQL knowledge. on Amazon Bedrock as our LLM. The multi-step component allows the LLM to correct the generated SQL query for accuracy.

Metadata 106

Metadata LLM Generative AI NLP 106

Flipboard

JUNE 20, 2023

Machine learning (ML) engineers have traditionally focused on striking a balance between model training and deployment cost vs. performance. This is important because training ML models and then using the trained models to make predictions (inference) can be highly energy-intensive tasks.

Machine Learning 94

Machine Learning BERT Deep Learning ML Engineer 94

AWS Machine Learning Blog

AUGUST 16, 2023

Thomson Reuters (TR), a global content and technology-driven company, has been using artificial intelligence (AI) and machine learning (ML) in its professional information products for decades. A key milestone was the launch of Westlaw Is Natural (WIN) in 1992.

Large Language Models 72

Large Language Models Machine Learning Generative AI LLM 72

AWS Machine Learning Blog

APRIL 29, 2024

To build a production-grade AI system today (for example, to do multilingual sentiment analysis of customer support conversations), what are the primary technical challenges? Historically, natural language processing (NLP) would be a primary research and development expense.

ML 93

ML Python Data Scientist Deep Learning 93

Snorkel AI

OCTOBER 12, 2023

We hope that you will enjoy watching the videos and learning more about the impact of LLMs on the world. Closing Keynote: LLMOps: Making LLM Applications Production-Grade Large language models are fluent text generators, but they struggle at generating factual, correct content.

Data Scientist 64

Data Scientist AI AI ML 64

Snorkel AI

OCTOBER 12, 2023

We hope that you will enjoy watching the videos and learning more about the impact of LLMs on the world. Closing Keynote: LLMOps: Making LLM Applications Production-Grade Large language models are fluent text generators, but they struggle at generating factual, correct content.

Data Scientist 59

Data Scientist AI AI ML 59

AWS Machine Learning Blog

OCTOBER 19, 2023

Redaction of PII data is often a key first step to unlock the larger and richer data streams needed to use or fine-tune generative AI models , without worrying about whether their enterprise data (or that of their customers) will be compromised. The following diagram illustrates the SageMaker MLOps workflow.

Machine Learning 82

Machine Learning Python ML Automation 82

AWS Machine Learning Blog

AUGUST 1, 2023

Because these models are not trained specifically for healthcare use cases, quality can’t be guaranteed for medical language out of the box without fine-tuning. Jurassic-2 Grande Instruct is a large language model (LLM) by AI21 Labs, optimized for natural language instructions and applicable to various language tasks.

ML 71

ML Large Language Models NLP Natural Language Processing 71