AWS Big Data

AUGUST 21, 2023

For the demo, we’re using the Amazon Titan foundation model hosted on Amazon Bedrock for embeddings, with no fine tuning. It similarly codes the query as a vector and then uses a distance metric to find nearby vectors in the multi-dimensional space. With OpenSearch’s Search Comparison Tool , you can compare the different approaches.

Data Processing 98

Data Processing Visualization Experimentation Metrics 98

DataRobot Blog

FEBRUARY 28, 2023

This includes: Supporting Snowflake External OAuth configuration Leveraging Snowpark for exploratory data analysis with DataRobot-hosted Notebooks and model scoring. We recently announced DataRobot’s new Hosted Notebooks capability. Learn more about DataRobot hosted notebooks.

Data Processing 72

Data Processing Experimentation Machine Learning Data Warehouse 72

CIO Business Intelligence

NOVEMBER 21, 2023

Still, there is a steep divide between rogue and shadow IT, which came under discussion at a recent Coffee with Digital Trailblazers event I hosted. CIOs need a way to capture lightweight business cases or forecast business value to help prioritize new opportunities.

IT 137

IT Risk Cost-Benefit Data Science 137

CIO Business Intelligence

JUNE 11, 2024

At a recent Coffee with Digital Trailblazers event that I host on Fridays at 11 am ET, we debated not if but when and how top CIOs should rebrand and recast IT’s mission. Bigger steps include defining digital KPIs markedly different from IT system uptime and ticket-based metrics. What comes first: A new brand or operating model?

IT 136

IT Digital Transformation Broadcasting Business Objectives 136

CIO Business Intelligence

DECEMBER 14, 2023

Reining in the rugged and remote Through rapid cycles of discovery and experimentation, Mathur and De Bernardi’s cross-functional team devised a solution that leaned heavily on additive manufacturing, more commonly known as “3D printing.”

Manufacturing 100

Manufacturing Digital Transformation Experimentation Cost-Benefit 100

Domino Data Lab

JUNE 10, 2020

Today, many of the Fortune 100 companies that we’re proud to call customers use the model hosting function inside Domino to support their diverse business and operational requirements. But some customers prefer to use Amazon SageMaker for its own highly-scalable and low-latency hosting functionality. In Domino 4.2

Data Science 82

Data Science Enterprise Experimentation Modeling 82

Cloudera

OCTOBER 8, 2024

By 2023, the focus shifted towards experimentation. Typically, organizations approach generative AI POCs in one of two ways: by using third-party services, which are easy to implement but require sharing private data externally, or by developing self-hosted solutions using a mix of open-source and commercial tools.

Optimization 75

Optimization Experimentation Metrics Enterprise 75

AWS Big Data

MAY 2, 2023

If your updates to a dataset triggers multiple subsequent DAGs, then you can use the Airflow metric max_active_tasks_per_dag to control the parallelism of the consumer DAG and reduce the chance of overloading the system. The workflow steps are as follows: The producer DAG makes an API call to a publicly hosted API to retrieve data.

Testing 120

Testing Experimentation Management Metadata 120

DataRobot Blog

MARCH 7, 2023

DataRobot on Azure accelerates the machine learning lifecycle with advanced capabilities for rapid experimentation across new data sources and multiple problem types. Models trained in DataRobot can also be easily deployed to Azure Machine Learning, allowing users to host models easier in a secure way.

Data-driven 59

Data-driven Machine Learning Experimentation Data Lake 59

DataRobot

JUNE 10, 2021

Traditionally, experimentation and observation was the only way to understand the physical-chemical properties of the molecule. To foster innovation in this area, AICrowd hosted a competition to predict the olfactory properties of a molecule. DataRobot also provides per-label metrics so that metrics per class can be compared.

Metrics 52

Metrics Machine Learning Visualization Experimentation 52

AWS Big Data

JULY 20, 2023

This data is sent to Apache Kafka, which is hosted on Amazon Managed Streaming for Apache Kafka (Amazon MSK). Additionally, partition evolution enables experimentation with various partitioning strategies to optimize cost and performance without requiring a rewrite of the table’s data every time.

Data Lake 97

Data Lake Analytics Snapshot Data Quality 97

AWS Big Data

JANUARY 9, 2024

It similarly codes the query as a vector and then uses a distance metric to find nearby vectors in the multi-dimensional space to find matches. This functionality was initially released as experimental in OpenSearch Service version 2.4, This is also called embedding the text into the vector space.

Visualization 113

Visualization Cost-Benefit Modeling Machine Learning 113

Occam's Razor

DECEMBER 9, 2009

Who owns the power to make changes to the site (not who owns updating pages or hosting the site)? After a lot of experimentation and failures I have come to realize that often (if above conditions are met) Marketing is the best organization for Web Analytics to be in. This is a nuance to the discussion above. You are out man!

Analytics 95

Analytics Data-driven Marketing Sales 95

Cloudera

JUNE 6, 2019

The typical Cloudera Enterprise Data Hub Cluster starts with a few dozen nodes in the customer’s datacenter hosting a variety of distributed services. Noisy Neighbors in Large, Multi-Tenant Clusters. Once configured and secured, the cluster administrator (admin) gives access to a few individuals to onboard their workloads. Cloudera Manager 6.2

Metadata 86

Metadata Data Lake Optimization Strategy 86

Domino Data Lab

MAY 8, 2019

At CMU I joined a panel hosted by Zachary Lipton where someone in the audience asked a question about machine learning model interpretation. If your “performance” metrics are focused on predictive power, then you’ll probably end up with more complex models, and consequently less interpretable ones. Let’s look through some antidotes.

Machine Learning 105

Machine Learning Data Science Modeling Visualization 105

AWS Big Data

JULY 26, 2023

The vector engine supports the popular distance metrics such as Euclidean, cosine similarity, and dot product, and can accommodate 16,000 dimensions, making it well-suited to support a wide range of foundational and other AI/ML models. You can choose to host your collection on a public endpoint or within a VPC.

Metadata 52

Metadata Cost-Benefit Testing Metrics 52

Business Over Broadway

MAY 22, 2019

I was invited as a guest in a weekly tweet chat that is hosted by Annette Franz and Sue Duris. According to Gartner, companies need to adopt these practices: build culture of collaboration and experimentation; start with a 3-way partnership among executives leading digital initiative, line of business and IT.

Machine Learning 40

Machine Learning Technology Digital Transformation Data Science 40

DataRobot

APRIL 29, 2021

Eric Weber is Head of Experimentation And Metrics for Yelp. Rob O’Neill is Head of Analytics for the University Hospitals of Morecambe Bay, NHS Foundation Trust , where he leads teams focused on business intelligence, data science, and information management.

Machine Learning 59

Machine Learning Experimentation Data Science Data-driven 59

CIO Business Intelligence

FEBRUARY 27, 2025

Product management is crucial for businesses looking to drive innovation and leverage technology as a differentiator, shared Roman Dumiak, executive-in-residence at the DePaul University Innovation Development Lab, at a recent Coffee With Digital Trailblazers event I hosted on the topic.

IT 126

IT Digital Transformation Metrics Data-driven 126

CIO Business Intelligence

FEBRUARY 5, 2025

How to know what to prioritize AI has made remarkable strides over the past year, but its adoption has also uncovered a host of shortcomings like dangerous hallucinations and expensive implementation. The first step is to define the metrics, says Scott Willson, a tech evangelist at ServiceNows multi-instance management platform xtype.

Cost-Benefit 117

Cost-Benefit ROI Metrics Measurement 117

Occam's Razor

MARCH 7, 2016

You own audiences on your email lists, on forums you host etc. Of course, measure that using the four best social media metrics !) Here's the very first newsletter I'd sent, two weeks ago, and it touched on a confusion I find common, and frustrating… TMAI #1: Metric or KPI, how do you decide? A good one.

Marketing Analytics 88

Marketing Analytics Marketing Analytics KPI 88