AWS Machine Learning Blog

JUNE 18, 2024

The solution harnesses the capabilities of generative AI, specifically Large Language Models (LLMs), to address the challenges posed by diverse sensor data and automatically generate Python functions based on various data formats. The solution only invokes the LLM for new device data file type (code has not yet been generated).

Generative AI 115

Generative AI Data Ingestion Python LLM 115

Towards AI

AUGUST 8, 2024

It can also be used in a variety of languages, such as Python, C++, JavaScript, and Java. The basic data structure for TensorFlow are tensors. Component Integration: TFX has components such as TensorFlow Data Validation, Transform, Model Analysis, and Serving.

Deep Learning 80

Deep Learning Neural Network Machine Learning Data Ingestion 80

Mlearning.ai

MAY 15, 2023

Photo by Andrew Neel on Unsplash Introduction If you are working or have worked on any data science task then you definitely used pandas. So, pandas is a library which helps with performing data ingestion and transformations. apply(lambda x: x.year) df.groupby('year')['Sales'].mean() Yearly average sales.

Data Ingestion 52

Data Ingestion Data Science LLM OpenAI 52

AWS Machine Learning Blog

SEPTEMBER 11, 2024

In terms of resulting speedups, the approximate order is programming hardware, then programming against PBA APIs, then programming in an unmanaged language such as C++, then a managed language such as Python. The CUDA platform is used through complier directives and extensions to standard languages, such as the Python cuNumeric library.

ML 94

ML Deep Learning Algorithm Large Language Models 94