DataRobot Blog

SEPTEMBER 1, 2022

Imagine yourself as a pilot operating aircraft through a thunderstorm; you have all the dashboards and automated systems that inform you about any risks. This also shows how the models compare on standard performance metrics and informative visualizations like Dual Lift. Model Observability with Custom Metrics.

Metrics 145

Metrics Statistics Modeling Data Science 145

Cloudera

MARCH 22, 2023

While in the old world where questions around data quality or system performance were answered by monitoring a few logs and metrics, in a distributed landscape (like a hybrid data platform) it’s not that straightforward. There are many logs and metrics, and they are all over the place. as they use CDP.

Metrics 85

Metrics Data Governance Cost-Benefit Dashboards 85

Ontotext

MAY 2, 2024

Every new dataset and new user adds a little more friction that hits the core metric of the velocity of data and brings it down to zero. Data-centric approach In the data-centric approach, metadata serves as a layer of interoperability between the data sources. Here we talk about metadata management, catalog of catalogs, and so on.

Metadata 52

Metadata Data Lake Data-driven Enterprise 52

Smart Data Collective

APRIL 14, 2021

Business intelligence tools can include data warehousing, data visualizations, dashboards, and reporting. It comes with embedded dashboards privately and publicly. The best part about Tableau is the easy-to-use drag-and-drop user interface that makes it easy to create in-depth analysis and dashboards.

Business Intelligence 132

Business Intelligence Dashboards Visualization Big Data 132

AWS Big Data

MARCH 7, 2023

Sources Data can be loaded from multiple sources, such as systems of record, data generated from applications, operational data stores, enterprise-wide reference data and metadata, data from vendors and partners, machine-generated data, social sources, and web sources. Let’s look at the components of the architecture in more detail.

Analytics 72

Analytics Data Warehouse Data Lake Metadata 72

O'Reilly on Data

MARCH 31, 2020

You might have millions of short videos , with user ratings and limited metadata about the creators or content. Job postings have a much shorter relevant lifetime than movies, so content-based features and metadata about the company, skills, and education requirements will be more important in this case.

Management 332

Management Machine Learning Experimentation Metrics 332

AWS Big Data

JULY 27, 2023

As shown in the following reference architecture, DynamoDB table data changes are streamed into Amazon Redshift through Kinesis Data Streams and Amazon Redshift streaming ingestion for near-real-time analytics dashboard visualization using Amazon QuickSight. Prerequisites You must have the following: An AWS account.

Data Warehouse 84

Data Warehouse Analytics Metadata Dashboards 84

AWS Big Data

MAY 16, 2024

With the new REST API, you can now invoke DAG runs, manage datasets, or get the status of Airflow’s metadata database, trigger, and scheduler—all without relying on the Airflow web UI or CLI. The introduction of REST API support in Amazon MWAA addresses this need, providing a standardized way to access and manage your Airflow environment.

Testing 89

Testing Interactive Metrics Management 89

AWS Big Data

JANUARY 8, 2024

In the subsequent post in our series, we will explore the architectural patterns in building streaming pipelines for real-time BI dashboards, contact center agent, ledger data, personalized real-time recommendation, log analytics, IoT data, Change Data Capture, and real-time marketing data.

Analytics 115

Analytics IoT Data-driven Snapshot 115

AWS Big Data

SEPTEMBER 25, 2023

With Amazon Redshift , you can run a complex mix of workloads on your data warehouse, such as frequent data loads running alongside business-critical dashboard queries and complex transformation jobs. For example, a dashboard submitted from the same reporting user can have separate priorities by designation or department.

Management 97

Management Data Warehouse Metrics Dashboards 97

Octopai

OCTOBER 26, 2022

Continuous DataOps metrics testing checks data’s validity, completeness and integrity at input and output. If you’ve created a useful reporting process or dashboard segment, no one need ever waste time reinventing it. Comprehensive metadata that supports data product and process organization. Through a search function!

Data Quality 52

Data Quality Data Analytics Analytics Manufacturing 52

AWS Big Data

OCTOBER 11, 2023

Near-real-time streaming analytics captures the value of operational data and metrics to provide new insights to create business opportunities. These metrics help agents improve their call handle time and also reallocate agents across organizations to handle pending calls in the queue.

Management 107

Management Metadata Analytics Dashboards 107

AWS Big Data

JANUARY 16, 2024

Within Airflow, the metadata database is a core component storing configuration variables, roles, permissions, and DAG run histories. A healthy metadata database is therefore critical for your Airflow environment. AWS publishes our most up-to-the-minute information on service availability on the Service Health Dashboard.

Strategy 102

Strategy Metadata Metrics Dashboards 102

AWS Big Data

MARCH 25, 2024

Another example is an AI-driven observability and monitoring solution where FMs monitor real-time internal metrics of a system and produces alerts. When the model finds an anomaly or abnormal metric value, it should immediately produce an alert and notify the operator. SageMaker is the most straightforward way to fine-tune your FMs.

Data Lake 93

Data Lake Unstructured Data Management Modeling 93

AWS Big Data

JANUARY 9, 2024

Now users seek methods that allow them to get even more relevant results through semantic understanding or even search through image visual similarities instead of textual search of metadata. 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.

Cost-Benefit 95

Cost-Benefit Visualization Modeling Machine Learning 95

AWS Big Data

NOVEMBER 16, 2023

Through Amazon Redshift in-memory result set caching and compilation caching, workloads ranging from dashboarding to visualization to business intelligence (BI) that run repeat queries experience a significant performance boost. A predicate consists of a metric, a comparison condition (=, ), and a value.

Enterprise 86

Enterprise Data Warehouse Snapshot Cost-Benefit 86

Alation

SEPTEMBER 7, 2021

Imagine writing a SQL query or using a BI dashboard with flags & warnings on compliance best practice within your natural workflow. The catalog marries business-level metadata with data governance information from Snowflake – making the life of a steward simpler.

Data Governance 59

Data Governance Risk Data Quality Dashboards 59

Jet Global

JULY 2, 2019

At the very worst, data lakes can provide a wealth of data that is impossible to analyze in a meaningful way due to incorrect metadata or cataloging. For businesses to truly reap the rewards of data lakes, they’ll want to have a firm internal governance policy, used in conjunction with a data catalog (like Azure Data Catalog).

Data Lake 73

Data Lake Data Warehouse Big Data Machine Learning 73

AWS Big Data

SEPTEMBER 7, 2023

We will partition and format the server access logs with Amazon Web Services (AWS) Glue , a serverless data integration service, to generate a catalog for access logs and create dashboards for insights. Using Amazon Athena and Amazon QuickSight, we query and create dashboards for insights. Save and run the job.

Metadata 102

Metadata Dashboards Metrics Visualization 102

DataKitchen

SEPTEMBER 21, 2023

Moreover, advanced metrics like Percentage Regional Sales Growth can provide nuanced insights into business performance. Problems can manifest in various ways, such as Model Prediction Errors in machine learning applications, empty dashboards in BI tools, or row counts in exported data falling short of expectations.

Testing 169

Testing Data Quality Predictive Modeling Metrics 169

AWS Big Data

NOVEMBER 15, 2023

The CLEA dashboards were built on the foundation of the Well-Architected Lab. For more information on this foundation, refer to A Detailed Overview of the Cost Intelligence Dashboard. These ingested datasets are used as a source in CLEA dashboards. Data providers and consumers are the two fundamental users of a CDH dataset.

Dashboards 97

Dashboards Analytics Metadata Data Warehouse 97

AWS Big Data

AUGUST 23, 2023

The vector engine uses approximate nearest neighbor (ANN) algorithms from the Non-Metric Space Library (NMSLIB) and FAISS libraries to power k-NN search. With the search relevance plugin, you can now view a side-by-side comparison of results in OpenSearch Dashboards. SS4O complies with the OTEL schema for logs, traces, and metrics.

Snapshot 95

Snapshot Dashboards Visualization Metrics 95

IBM Big Data Hub

MARCH 29, 2024

OpenTelemetry and Prometheus enable the collection and transformation of metrics, which allows DevOps and IT teams to generate and act on performance insights. These APIs play a key role in standardizing the collection of OpenTelemetry metrics. Metrics: Metrics define a high-level overview of system performance and health.

Metrics 82

Metrics Visualization Measurement Optimization 82

DataKitchen

OCTOBER 11, 2021

The data engineer then emails the BI Team, who refreshes a Tableau dashboard. The delays impact delivery of the reports to senior management, who are responsible for making business decisions based on the dashboard. Imagine receiving a call from your CEO because sales on the CEO dashboard were off by a million dollars.

Testing 152

Testing Metadata Dashboards Statistics 152

Cloudera

AUGUST 16, 2021

CDF-PC enables Apache NiFi users to run their existing data flows on a managed, auto-scaling platform with a streamlined way to deploy NiFi data flows and a central monitoring dashboard making it easier than ever before to operate NiFi data flows at scale in the public cloud. This will create a JSON file containing the flow metadata.

Dashboards 118

Dashboards Metrics KPI Data-driven 118

AWS Big Data

MAY 4, 2023

The data, fetched from the Kubernetes Metric Server, feeds into statistical models that VPA constructs in order to build recommendations. In short, vertical autoscaling sets up VPA to track the container_memory_working_set_bytes metric for the Spark executor pods that have vertical autoscaling enabled.

Metrics 79

Metrics Dashboards Optimization Statistics 79

CIO Business Intelligence

DECEMBER 21, 2022

To gain employee buy-in, Stout’s team builds BI dashboards to show them how they can easily connect to and interact with their data, as well as visualize it in a meaningful way. I can build a dashboard and show them the intelligence that either proves that what they think is correct, or I can prove them wrong and show them why.”

IT 131

IT Business Intelligence Sales Key Performance Indicator 131

Octopai

APRIL 8, 2019

Metadata is at the heart of every report, dashboard, data warehouse, visualization, and anything else the BI team produces. Without an understanding of the organization’s metadata, the BI team can’t match the data from multiple sources to produce a single view of the business. Money Loser #1: Manual Data Discovery.

Metadata 44

Metadata Dashboards Data Warehouse Visualization 44

IBM Big Data Hub

FEBRUARY 8, 2024

Automate the identification of regulatory change to applicable requirement, connect regulatory data to key risk controls and policies, and use factsheets to automate the capture and reporting of model metadata in support of inquiries and audits. Monitor for fairness, drift, bias and new generative AI metrics.

Risk Management 79

Risk Management Risk Metrics Machine Learning 79

O'Reilly on Data

JUNE 19, 2019

In a previous post , we noted some key attributes that distinguish a machine learning project: Unlike traditional software where the goal is to meet a functional specification, in ML the goal is to optimize a metric. Metadata and artifacts needed for a full audit trail.

Modeling 194

Modeling Machine Learning Testing Metrics 194

AWS Big Data

FEBRUARY 22, 2023

The data lake implemented by Ruparupa uses Amazon S3 as the storage platform, AWS Database Migration Service (AWS DMS) as the ingestion tool, AWS Glue as the ETL (extract, transform, and load) tool, and QuickSight for analytic dashboards. The method used to create analytic dashboards was manual and could only produce a few routine reports.

Data Lake 52

Data Lake Dashboards Cost-Benefit Metadata 52

AWS Big Data

JUNE 19, 2023

In OpenSearch Dashboards, choose Security in the navigation pane. Navigate to Dev Tools in OpenSearch Dashboards and run the following command: GET _cat/templates This confirms that the scripts were successful. In OpenSearch Dashboards, navigate to the Dashboards page. Choose Import.

Publishing 87

Publishing Dashboards Visualization Management 87

AWS Big Data

MARCH 26, 2024

The following figure shows some of the metrics derived from the study. Profile aggregation – When you’ve uniquely identified a customer, you can build applications in Managed Service for Apache Flink to consolidate all their metadata, from name to interaction history. Organizations using C360 achieved 43.9%

Data Strategy 70

Data Strategy Strategy Data Warehouse Prescriptive Analytics 70

Cloudera

JUNE 29, 2023

Use predictive analytics and ML to formalize key intraday liquidity metrics and monitor liquidity positions in real time. Deliver real-time analytic dashboards, suitable for different stakeholders, that integrate data from payment systems, nostro accounts , internal transactions, and other sources. Enhance counterparty risk assessment.

Data Architecture 82

Data Architecture Risk Management Risk Management 82

AWS Big Data

MARCH 3, 2023

Monitoring – EMR Serverless sends metrics to Amazon CloudWatch at the application and job level every 1 minute. You can set up a single-view dashboard in CloudWatch to visualize application-level and job-level metrics using an AWS CloudFormation template provided on the EMR Serverless CloudWatch Dashboard GitHub repository.

Data Lake 84

Data Lake Dashboards Metrics Metadata 84

AWS Big Data

MARCH 11, 2024

Establish connectivity between an Amazon QuickSight dashboard and Amazon Redshift to deliver visualization and insights. Make sure that data is flowing into your MSK topic using Amazon CloudWatch metrics (for example, BytesOutPerSec ). You can continuously load fresh data by calling the stored procedure at regular intervals.

Analytics 67

Analytics Data Warehouse Optimization Metrics 67

AWS Big Data

JANUARY 25, 2023

OpenSearch Dashboards can now be accessed using your SAML and AWS Identity and Access Management (IAM) credentials. For data older than 24 hours, OpenSearch Serverless only caches metadata and fetches the necessary data blocks from Amazon S3 based on query access. This model also helps pack more data while controlling the costs.

Management 112

Management Dashboards Metadata Modeling 112