The MLOps Blog

JANUARY 23, 2023

Machine Learning Operations (MLOps): Overview, Definition, and Architecture” By Dominik Kreuzberger, Niklas Kühl, Sebastian Hirschl Great stuff. If you haven’t read it yet, definitely do so. Founded neptune.ai , a modular MLOps component for ML metadata store , aka “experiment tracker + model registry”. Came to ML from software.

DevOps 59

DevOps Metadata Software Engineer Data Scientist 59

AWS Machine Learning Blog

APRIL 16, 2024

Connection definition JSON file When connecting to different data sources in AWS Glue, you must first create a JSON file that defines the connection properties—referred to as the connection definition file. As of this writing, the only supported mechanism of creating these connections is using the AWS Command Line Interface (AWS CLI).

Data Scientist 109

Data Scientist Generative AI Machine Learning Auto-complete 109

Topbots

AUGUST 22, 2023

auto-evaluation) and using human-LLM hybrid approaches. It will take as input the text generated by an LLM and some metadata, and then output a score that indicates the quality of the text. Auto-evaluation and Hybrid approaches are often used in enterprise settings to scale LLM performance evaluation.

LLM 52

LLM Auto-complete Large Language Models Machine Learning 52

AWS Machine Learning Blog

MAY 31, 2023

Each model deployed with Triton requires a configuration file ( config.pbtxt ) that specifies model metadata, such as input and output tensors, model name, and platform. Set up your environment To set up your environment, complete the following steps: Launch a SageMaker notebook instance with a g5.xlarge xlarge instance.

ML 102

ML Auto-classification Auto-complete Natural Language Processing 102

AWS Machine Learning Blog

AUGUST 4, 2023

With SageMaker Data Wrangler, you can simplify the process of data preparation and feature engineering and complete each step of the data preparation workflow, including data selection, cleansing, exploration, and visualization from a single visual interface. million reviews spanning May 1996 to July 2014. Next, select a training method.

Auto-complete 80

Auto-complete ML Python Metadata 80

AWS Machine Learning Blog

MAY 8, 2023

With kernel auto-tuning, the engine selects the best algorithm for the target GPU, maximizing hardware utilization. Input and output – These fields are required because NVIDIA Triton needs metadata about the model. Note that the cell takes around 30 minutes to complete. !docker This is run as part of the generate_model.sh

ML 93

ML BERT Deep Learning Auto-complete 93

The MLOps Blog

FEBRUARY 27, 2023

Stephen: Definitely sounds a whole like the typical project management dilemma. You would address it in a completely different way, depending on what’s the problem. Then what is needed in such cases is definitely this awareness that by being open, we may not be able to specify how good something will work in the first place.

Computer Vision 52

Computer Vision Auto-classification Auto-complete ML 52

Snorkel AI

MARCH 2, 2023

Others, toward language completion and further downstream tasks. There are definitely compelling economic reasons for us to enter into this realm. In media and gaming: designing game storylines, scripts, auto-generated blogs, articles and tweets, and grammar corrections and text formatting.

Large Language Models 52

Large Language Models Prompt Engineer Prompt Engineering Neural Network 52

Snorkel AI

MARCH 2, 2023

Others, toward language completion and further downstream tasks. There are definitely compelling economic reasons for us to enter into this realm. In media and gaming: designing game storylines, scripts, auto-generated blogs, articles and tweets, and grammar corrections and text formatting.

Large Language Models 52

Large Language Models Prompt Engineer Prompt Engineering Neural Network 52

AWS Machine Learning Blog

SEPTEMBER 24, 2024

Complete the following steps to set up your knowledge base: Sign in to your AWS account, then choose Launch Stack to deploy the CloudFormation template: Provide a stack name, for example contact-center-kb. When the stack is complete, you can review the resources it creates on the Resources tab for the CloudFormation stack. Choose Next.

Generative AI 94

Generative AI Auto-complete LLM AI 94

Dlabs.ai

JANUARY 16, 2023

Using new_from_file only loads image metadata. Pipeline definition Pre-processing pipeline concept Below you can find the definition of our pipeline expressed using Apache Beam. The return value will contain a NumPy array of unsigned 8-bit integers with scaled image contents. A CSV file guides execution.

Neural Network 52

Neural Network ML Auto-classification Convolutional Neural Networks 52