Culture Amp
Culture Amp
Our mission is to create a better world of work. Culture Amp empowers companies of all sizes and industries to transform employee engagement, develop high performing teams, and retain talent via cutting-edge research, powerful technology, and the largest employee dataset in the world.
-
Building better and more responsible datasets
Featuring Peter Bailey
Bigger isn't always better and is definitely more likely to be irresponsible when it comes to datasets. But datasets are the unsung heroes of modern machine learning and AI systems, just as much as the algorithms, advanced hardware, and models that support them. In this talk, I share some...
-
Why Most Data Projects Fail and How to Avoid It
Featuring Jesse Anderson
Unfortunately, the majority of data projects fail. Yet, they fail for the same reasons. Most management and data teams don’t know the reasons a project succeeds or fails. It just appears to be random, hard work, or luck.
-
Managing Data Pipelines with Conductor
Featuring Doug Sillars
Data pipelines are a challenging part of working in data science. Netflix Conductor is a battle-tested workflow orchestration tool invented at Netflix to automate millions of microservice workflows. Using a workflow tool like Conductor as a part of your data analysis pipeline can help streamline...
-
Lessons Learned from DAG-based Workflow Orchestration
Featuring Kevin Kho
Workflow orchestration has traditionally been closely coupled to the concept of Directed Acyclic Graphs (DAGs). Building data pipelines involved registering a static graph containing all the tasks and their respective dependencies. During workflow execution, this graph would be traversed and...
