article thumbnail

Airflow for Orchestrating REST API Applications

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction to Apache Airflow “Apache Airflow is the most widely-adopted, open-source workflow management platform for data engineering pipelines. Most organizations today with complex data pipelines to […].

article thumbnail

The Full Stack Data Scientist Part 6: Automation with Airflow

Applied Data Science

To keep myself sane, I use Airflow to automate tasks with simple, reusable pieces of code for frequently repeated elements of projects, for example: Web scraping ETL Database management Feature building and data validation And much more! What’s Airflow, and why’s it so good? What makes it my go to?

professionals

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

How are AI Projects Different

Towards AI

MLOps is the intersection of Machine Learning, DevOps, and Data Engineering. We can also identify some important differences with AI projects in the context of MLOps: the need to version code, data, and models; tracking model experiments; monitoring models in production. MIT Press, ISBN: 978–0262028189, 2014. [2]

article thumbnail

Understanding and predicting urban heat islands at Gramener using Amazon SageMaker geospatial capabilities

AWS Machine Learning Blog

Among these models, the spatial fixed effect model yielded the highest mean R-squared value, particularly for the timeframe spanning 2014 to 2020. Shravan Kumar is a Senior Director of Client success at Gramener, with decade of experience in Business Analytics, Data Evangelism & forging deep Client Relations.

article thumbnail

5 Ingenious Tips For A Promising Big Data Career

Smart Data Collective

Big data has been billed as being the future of business for quite some time. Analysts have found that the market for big data jobs increased 23% between 2014 and 2019. The impact of big data is felt across all sectors of the economy. However, the future is now. The market for Hadoop jobs increased 58% in that timeframe.

Big Data 101
article thumbnail

Gryphon Invests in phData

phData

About phData phData, one of the largest pure-play data engineering companies globally, is certified as a Snowflake Elite Services Partner and an AWS Advanced Consulting Partner. Specializing in AI and data applications, phData offers services including data engineering, AI & machine learning , and analytics & visualization.

article thumbnail

Big Data – Lambda or Kappa Architecture?

Data Science Blog

Kappa – Architecture Jay Kreps introduced the Kappa architecture in 2014 as an alternative to the Lambda architecture. However, it is worth mentioning that while the batch layer and real-time stream handle different scenarios, their underlying processing logic often shares similarities.

Big Data 130