datapine

JUNE 18, 2019

We live in a data-driven age, and the ability to use financial insights and metrics to your advantage will set you apart from the pack. Our monthly reports are on top illustrated with beautiful data visualizations that provide a better understanding of the metrics tracked. The reporting tools to do that exist for that very purpose.

Reporting 251

Reporting KPI Metrics Finance 251

AWS Big Data

SEPTEMBER 10, 2024

Redshift Test Drive is a tool hosted on the GitHub repository that let customers evaluate which data warehouse configurations options are best suited for their workload. Generating and accessing Test Drive metrics The results of Amazon Redshift Test Drive can be accessed using an external schema for analysis of a replay.

Testing 111

Testing Snapshot Data Warehouse Metrics 111

AWS Big Data

JUNE 3, 2024

Imagine you have a fleet of web servers logging performance metrics for each web request served into a Kinesis data stream with two shards and you used a request URL as the partition key. You can use the WriteProvisionedThrougputExceeded metric in Amazon CloudWatch in this case. and 120,000 as upper limits).

Optimization 126

Optimization Metrics Data Processing Testing 126

datapine

FEBRUARY 9, 2024

An even more interesting fact: The blogs we read regularly are not only influenced by KPI management but also concerning content, style, and flow; they’re often molded by the suggestions of these goal-driven metrics. For example, customer satisfaction metrics are used to drive a better customer experience. What Are KPI Best Practices?

KPI 221

KPI Management Key Performance Indicator Measurement 221

datapine

APRIL 15, 2020

Your Chance: Want to test an agile business intelligence solution? Business intelligence is moving away from the traditional engineering model: analysis, design, construction, testing, and implementation. You need to determine if you are going with an on-premise or cloud-hosted strategy. Finalize testing. Train end-users.

Business Intelligence 276

Business Intelligence Analytics Testing Dashboards 276

datapine

MARCH 8, 2021

Like many of today’s most important industries, digital data, metrics and KPIs (key performance indicators) are a part of a bright and prosperous future – and a comprehensive healthcare report has the power to deliver in each of these critical areas. Your Chance: Want to test a healthcare reporting software for free?

Reporting 198

Reporting KPI Management Cost-Benefit 198

O'Reilly on Data

MARCH 31, 2020

But there’s a host of new challenges when it comes to managing AI projects: more unknowns, non-deterministic outcomes, new infrastructures, new processes and new tools. This has serious implications for software testing, versioning, deployment, and other core development processes. Is the product something that customers need?

Management 338

Management Machine Learning Experimentation Metrics 338

AWS Big Data

JULY 27, 2023

In this post, we answer that question by using Redshift Test Drive , an open-source tool that lets you evaluate which different data warehouse configurations options are best suited for your workload. Redshift Test Drive uses this process of workload replication for two main functionalities: comparing configurations and comparing replays.

Testing 88

Testing Data Warehouse Data Processing Snapshot 88

datapine

JULY 17, 2019

Picture procurement metrics – you need to know if suppliers fulfill your demands, their capacity to respond to urgent demands, costs of orders, and many other indicators to efficiently track your company’s performance. Also, explore our guide to KPI management and learn from a host of helpful best practices.

KPI 223

KPI Reporting Key Performance Indicator Dashboards 223

datapine

JULY 1, 2020

Moreover, a host of ad hoc analysis or reporting platforms boast integrated online data visualization tools to help enhance the data exploration process. By its very nature, the financial industry (or the financial departments) is rife with facts, figures, financial KPIs , metrics, and data. ” – John Dryden.

Reporting 260

Reporting Dashboards Cost-Benefit Visualization 260

AWS Big Data

DECEMBER 5, 2024

In each environment, Hydro manages a single MSK cluster that hosts multiple tenants with differing workload requirements. Solution overview The MSK clusters in Hydro are configured with a PER_TOPIC_PER_BROKER level of monitoring, which provides metrics at the broker and topic levels.

Metrics 95

Metrics Dashboards Testing Optimization 95

O'Reilly on Data

JANUARY 17, 2023

If you’re a professional data scientist, you already have the knowledge and skills to test these models. Especially when you consider how Certain Big Cloud Providers treat autoML as an on-ramp to model hosting. Is autoML the bait for long-term model hosting? Upload your data, click through a workflow, walk away.

Machine Learning 331

Machine Learning Predictive Modeling Software Modeling 331

O'Reilly on Data

DECEMBER 12, 2019

In addition to newer innovations, the practice borrows from model risk management, traditional model diagnostics, and software testing. Security vulnerabilities : adversarial actors can compromise the confidentiality, integrity, or availability of an ML model or the data associated with the model, creating a host of undesirable outcomes.

Machine Learning 196

Machine Learning Modeling Testing Risk Management 196

datapine

MARCH 4, 2020

Here, we will consider the question ‘ What are operational reports,’ delve deeper into strategic reports, and examine a host of best operational reporting analysis practices. By working with a monthly report, it’s possible to create a sense of fluency and cohesion throughout the business by looking at metrics aimed at the midterm.

Operational Reporting 169

Operational Reporting Reporting KPI Dashboards 169

datapine

SEPTEMBER 16, 2022

Now that you’re sold on the power of data analytics in addition to data-driven BI, it’s time to take your journey a step further by exploring how to effectively communicate vital metrics and insights in a concise, inspiring, and accessible format through the power of visualization. back on every dollar spent.

Visualization 304

Visualization Dashboards Data-driven Statistics 304

AWS Big Data

JULY 11, 2024

Getting started with OpenSearch Benchmark OpenSearch Benchmark, a tool provided by the OpenSearch Project , comprehensively gathers performance metrics from OpenSearch clusters, including indexing throughput and search latency. OpenSearch Benchmark runs a set of predefined test procedures to capture OpenSearch Service performance metrics.

Optimization 114

Optimization Metrics Data Processing Snapshot 114

Cloudera

NOVEMBER 13, 2024

Hosting Costs : Even if an organization wants to host one of these large generic models in their own data centers, they are often limited to the compute resources available for hosting these models. Build and test training and inference prompts. The Need for Fine Tuning Fine tuning solves these issues. Data Preparation.

Cost-Benefit 86

Cost-Benefit Data Processing Testing Machine Learning 86

DataRobot

JANUARY 15, 2020

Kaggle is a popular online forum that hosts machine learning competitions with real-world data, often provided by commercial or non-profit enterprises to crowd-source AI solutions to their problems. For every competition, the host provides a training and test set of data. Their accuracy is then ranked on a public leaderboard.

Data Processing 16

Data Processing Testing Machine Learning Metrics 16

CIO Business Intelligence

APRIL 10, 2024

So, Seekr signed on with a regional colocation provider to host several GPU- and CPU-enabled systems. The Gaudi 2 chip, developed by the Intel acquired Habana Labs, outperformed Nvidia’s A100 80GB GPU in tests run in late 2022 by AI company Hugging Face. Seekr’s collaboration with Intel isn’t all about performance, however, says Clark.

IT 119

IT Testing Optimization Modeling 119

datapine

MARCH 19, 2019

It offers ease of access through mobile devices, on the go, with critical metrics displayed at-a-glance. Design for ‘bigger fingers’: With mobile platforms especially, people will use their fingers to interact with your dashboards – and of course, peoples’ fingers come in a host of shapes and sizes.

Dashboards 112

Dashboards Visualization Metrics KPI 112

AWS Big Data

JUNE 17, 2024

The solution for this post is hosted on GitHub. This is the bucket where you host all of your DAGs for your environment. [1.b] b] The workflow, using AWS Lambda , checks Amazon CloudWatch in the primary Region for the SchedulerHeartbeat metrics of the primary Amazon MWAA environment. The steps are as follows: [1.a]

Strategy 111

Strategy Metadata Recreation/Entertainment Metrics 111

AWS Big Data

MARCH 6, 2024

The account on the right hosts the pseudonymization service, which you can deploy using the instructions provided in the Part 1 of this series. Batch deployment steps As described in the prerequisites, before you deploy the solution, upload the Parquet files of the test dataset to Amazon S3. deployment_scripts/deploy_1.sh

Metrics 115

Metrics Statistics Testing Data Lake 115

AWS Big Data

NOVEMBER 27, 2024

dbt Cloud is a hosted service that helps data teams productionize dbt deployments. The company’s business analysts want to generate metrics to identify ticket movement over time, success rates for sellers, and the best-selling events, venues, and seasons. Choose Test Connection. Choose Next if the test succeeded.

Data Warehouse 108

Data Warehouse Analytics Testing Modeling 108

Cloudera

DECEMBER 4, 2024

The service is targeted at the production-serving end of the MLOPs/LLMOPs pipeline, as shown in the following diagram: It complements Cloudera AI Workbench (previously known as Cloudera Machine Learning Workspace), a deployment environment that is more focused on the exploration, development, and testing phases of the MLOPs workflow.

Metrics 78

Metrics Data Processing Machine Learning Deep Learning 78

AWS Big Data

MARCH 13, 2024

Each service implements k-nearest neighbor (k-NN) or approximate nearest neighbor (ANN) algorithms and distance metrics to calculate similarity. Ray cluster for ingestion and creating vector embeddings In our testing, we found that the GPUs make the biggest impact to performance when creating the embeddings.

Data Processing 132

Data Processing Dashboards Machine Learning Metrics 132

O'Reilly on Data

APRIL 22, 2020

There aren’t simple standards and tests for ethical behavior, nor are you as likely to be called into court for acting unethically. Finally, investors from BlackStone to JP Morgan are beginning to prioritize environmental, social, and governance metrics—like ethics—into its definition of shareholder value.

Cost-Benefit 250

Cost-Benefit Finance Data-driven Strategy 250

Occam's Razor

SEPTEMBER 9, 2013

One of the key things we are going to learn today is to align our metrics and dimensions optimally to ensure we report good, clean, sensible data. The above graphic is from post, Excellent Analytics Tip #23: Align Hits, Sessions, Metrics, Dimensions! Your effort will make this post 100x more valuable.

Analytics 146

Analytics Metrics Marketing Reporting 146

Occam's Razor

APRIL 25, 2011

Making lame metrics the measures of success: Impressions, Click-throughs, Page Views. Use metrics that matter: Loyalty, Recency , Net Profit, Conversation Rate, Message Amplification , Brand Evangelist Index , Customer Lifetime Value and so on and so forth. Making website iterations based on executive opinions, but not site testing.

Marketing 127

Marketing Metrics Measurement Testing 127

AWS Big Data

MAY 16, 2024

Args: region (str): AWS region where the MWAA environment is hosted. Args: region (str): AWS region where the MWAA environment is hosted. Trigger auto scaling programmatically After you configure auto scaling, you might want to test how it behaves under simulated conditions. env_name (str): Name of the MWAA environment.

Testing 119

Testing Metrics Interactive Management 119

AWS Big Data

MAY 16, 2024

Alternatively, you may have brokers that are not hosting any partitions. Here are a few things you should consider: Check Amazon CloudWatch BytesInPerSec and BytesOutPerSec metrics for your cluster. Check UserPartitionExists metrics to verify that you have at least 1 empty broker per AZ in your cluster.

Metrics 102

Metrics Optimization Data Processing Management 102

AWS Big Data

JANUARY 2, 2024

It also emits Amazon CloudWatch metrics to help you better monitor and troubleshoot the streaming process. We also avoid the implementation details and packaging process of our test data generation application, referred to as the producer. The agent handles file rotation, checkpointing, and retry upon failures. southeast-2.amazonaws.com/producer:latest",

Testing 119

Testing Data Processing Metrics Publishing 119

CIO Business Intelligence

OCTOBER 21, 2022

There are a host of reasons, many centered on the cloud’s ability to enable more flexible, omnichannel service delivery and enhanced CX solutions. You can access far more than the standard surface-level metrics, such as average handle times or wait times. And the best tools offer real-time access to these metrics.

Cost-Benefit 97

Cost-Benefit Testing Metrics Marketing 97

Cloudera

FEBRUARY 17, 2022

After Ambari has been upgraded, download the cluster blueprints with hosts. Since Ambari has been upgraded to Ambari7, one must follow steps to upgrade Ambari Infra, Ambari Logsearch and Ambari Metrics. Post-upgrade steps include application upgrade testing, validations, configuration and tuning. Stage 3: Post-Upgrade Steps.

Testing 107

Testing Data Processing Metadata Management 107

The Unofficial Google Data Science Blog

JULY 17, 2018

Alternatively, guidance and insight may be delivered below the executive level to product managers and engineering leads, directing product feature development via metrics and A/B experiments. This measure of web page value is on a meaningful linear scale, such that our freshness metric (a weighted average) has an intuitive interpretation.

Data Science 85

Data Science Snapshot Data Processing Optimization 85

AWS Big Data

JUNE 14, 2023

This post focuses on how to properly size your MSK tiered storage cluster, which metrics to monitor, and the best practices to consider when running a production workload. In practice, the workloads may be bottlenecked by other broker resources like CPU, memory, and disk, so it’s important to do load tests.

Metrics 98

Metrics Cost-Benefit Testing Optimization 98

Cloudera

AUGUST 19, 2020

An application example would be a metrics store. During our testing, we noticed that upgrading from JDK8 to JDK 11 within CDP 7 can improve performance by another 10%. In our test runs, CDP 7 was updated to use JDK 11 for YCSB workload runs shown above. Test Environment. Test Methodology. 100% UPDATE operations.

Testing 77

Testing Data Processing Snapshot Measurement 77

CIO Business Intelligence

MAY 23, 2023

Edgio <link rel=”preconnect” href=”[link] /> Pre-connect is another important optimization tool for any sites hosting third-party content like scripts and plugins. This will help with Interaction to Next Paint (INP) metrics, an important factor in how Google measures the performance of your website.

IT 98

IT Testing Optimization Measurement 98