AWS Machine Learning Blog

MARCH 19, 2024

Agents like PandasAI come into play, running this code on high-resolution time series data and handling errors using FMs. However, complex NLQs, such as time series data processing, multi-level aggregation, and pivot or joint table operations, may yield inconsistent Python script accuracy with a zero-shot prompt.

Generative AI 108

Generative AI Python AI AI 108

AWS Machine Learning Blog

MARCH 28, 2024

Although the resulting models yield amazingly good results for general tasks, such as text generation and entity recognition, there is evidence that models trained with domain-specific datasets can further improve LLM performance. This saves the effort required to maintain a stack of models for related but distinct tasks.

Large Language Models 90

Large Language Models LLM Generative AI Machine Learning 90

AWS Machine Learning Blog

MAY 24, 2023

Intelligent document processing (IDP) is a technology that automates the processing of high volumes of unstructured data, including text, images, and videos. These models are trained on massive amounts of data and consist of billions of parameters, allowing them to perform various language-related tasks with high accuracy.

IDP 71

IDP LLM Automation Generative AI 71

AWS Machine Learning Blog

NOVEMBER 16, 2023

Performance – The platform must deliver high-performance computing capabilities to efficiently process complex AI/ML algorithms. AI ToolSuite’s high availability should include load balancing, fault-tolerant architectures, and proactive monitoring.

Data Scientist 83

Data Scientist ML Data Science Automation 83