DataKitchen

OCTOBER 5, 2021

Data operations (or data production) is a series of pipeline procedures that take raw data, progress through a series of processing and transformation steps, and output finished products in the form of dashboards, predictions, data warehouses or whatever the business requires. Create tests. Measure success.

Testing 152

Testing Dashboards Measurement Experimentation 152

CIO Business Intelligence

JUNE 14, 2023

Getting the technology right can be challenging but building the right team with the right skills to undertake data initiatives can be even harder — a challenge reflected in the rising demand for big data and analytics skills and certifications. The number of data analytics certs is expanding rapidly.

Big Data 126

Big Data Data Analytics Analytics Predictive Modeling 126

Cloudera

FEBRUARY 16, 2022

blueberry spacing) is a measure of the model’s interpretability. This allows data scientists, engineers and data management teams to have the right level of access to effectively perform their role. They define each stage from data ingest, feature engineering, model building, testing, deployment and validation.

Machine Learning 81

Machine Learning Modeling Metadata Recreation/Entertainment 81

Cloudera

MARCH 2, 2022

Experimental evaluation: We did extensive evaluation of the technique to see how it affects performance and memory utilization. Billion-Row benchmark: On a single daemon, we ran the build and probe benchmark for a billion rows to measure the performance and memory consumed. This ensures sizeof(Bucket) is 8 which is power of 2.

Data Warehouse 86

Data Warehouse Optimization Analytics Sales 86

O'Reilly on Data

OCTOBER 19, 2021

It has far-reaching implications as to how such applications should be developed and by whom: ML applications are directly exposed to the constantly changing real world through data, whereas traditional software operates in a simplified, static, abstract world which is directly constructed by the developer. This approach is not novel.

IT 346

IT Testing Experimentation Software 346

DataKitchen

APRIL 13, 2021

Testing and Data Observability. We have also included vendors for the specific use cases of ModelOps, MLOps, DataGovOps and DataSecOps which apply DataOps principles to machine learning, AI, data governance, and data security operations. . Genie — Distributed big data orchestration service by Netflix.

Testing 300

Testing Machine Learning Consulting Data Quality 300

Occam's Razor

MARCH 23, 2010

Too many new things are happening too fast and those of us charged with measuring it have to change the wheels while the bicycle is moving at 30 miles per hour (and this bicycle will become a car before we know it – all while it keeps moving, ever faster). Usually at least a test. And I doubt it is going to happen soon.

Analytics 118

Analytics Consulting Metrics Experimentation 118