AI Strategy Guide: How to Scale AI Across Your Business

Development Utilities Workflows

Dagster Landing Page
1

Dagster

The cloud-native open source orchestrator for the whole development lifecycle, with integrated lineage and observability, a declarative programming model, and best-in-class testability.
Pricing:
- Open Source
Level 1 of MLOps is when you've put each lifecycle stage and their intefaces in an automated pipeline. The pipeline could be a python or bash script, or it could be a directed acyclic graph run by some orchestration framework like Airflow, dagster or one of the cloud-provider offerings. AI- or data-specific platforms like MLflow, ClearML and dvc also feature pipeline capabilities.

#Utilities #Analytics #Analytics Integrator 2 social mentions
Colaboratory Landing Page
2

Colaboratory

Free Jupyter notebook environment in the cloud.
Pricing:
- Open Source
Model execution is about making your AI model available to the end user. Great results only your laptop or Google Colab notebook won't cut it in a business. The AI model has to integrate with your business IT if it's going to deliver value.

#Development #Education & Reference #Education 209 social mentions
Apache Airflow Landing Page
3

Apache Airflow

Airflow is a platform to programmaticaly author, schedule and monitor data pipelines.
Pricing:
- Open Source
Level 1 of MLOps is when you've put each lifecycle stage and their intefaces in an automated pipeline. The pipeline could be a python or bash script, or it could be a directed acyclic graph run by some orchestration framework like Airflow, dagster or one of the cloud-provider offerings. AI- or data-specific platforms like MLflow, ClearML and dvc also feature pipeline capabilities.

#Workflows #Workflow Automation #Data Pipelines 66 social mentions