CIO Business Intelligence

SEPTEMBER 9, 2024

But Stephen Durnin, the company’s head of operational excellence and automation, says the 2020 Covid-19 pandemic thrust automation around unstructured input, like email and documents, into the spotlight. “We This was exacerbated by errors or missing information in documents provided by customers, leading to additional work downstream. “We

Finance 118

Finance Dashboards Sales Testing 118

CIO Business Intelligence

NOVEMBER 19, 2024

Development teams starting small and building up, learning, testing and figuring out the realities from the hype will be the ones to succeed. These might be self-explanatory, but no matter what, there must always be documentation of the system. In our real-world case study, we needed a system that would create test data.

Testing 135

Testing Cost-Benefit Interactive ROI 135

datapine

APRIL 15, 2020

Your Chance: Want to test an agile business intelligence solution? Working software over comprehensive documentation. Business intelligence is moving away from the traditional engineering model: analysis, design, construction, testing, and implementation. Test BI in a small group and deploy the software internally.

Business Intelligence 276

Business Intelligence Analytics Testing Dashboards 276

AWS Big Data

NOVEMBER 27, 2024

dbt helps manage data transformation by enabling teams to deploy analytics code following software engineering best practices such as modularity, continuous integration and continuous deployment (CI/CD), and embedded documentation. Choose Test Connection. Choose Next if the test succeeded.

Data Warehouse 109

Data Warehouse Analytics Testing Modeling 109

O'Reilly on Data

APRIL 25, 2023

Many of the prompts are about testing: ChatGPT is instructed to generate tests for each function that it generates. At least in theory, test driven development (TDD) is widely practiced among professional programmers. Tests tend to be very simple, and rarely get to the “hard stuff”: corner cases, error conditions, and the like.

Testing 369

Testing Software Strategy Enterprise 369

AWS Big Data

NOVEMBER 19, 2024

A common adoption pattern is to introduce document search tools to internal teams, especially advanced document searches based on semantic search. In a real-world scenario, organizations want to make sure their users access only documents they are entitled to access. The following diagram depicts the solution architecture.

Management 98

Management Metadata Manufacturing Testing 98

CIO Business Intelligence

OCTOBER 11, 2024

With backing from management and great interest outside the organization, the agency, started a pilot project where three AI tools specially designed for lawyers were tested, compared, and evaluated. “We We had a fairly large evaluation group that test drove them side by side,” he says. So all of this has been adapted for AI. “No

Uncertainty 126

Uncertainty Testing Technology Modeling 126

O'Reilly on Data

DECEMBER 12, 2023

I can also ask for a reading list about plagues in 16th century England, algorithms for testing prime numbers, or anything else. RAG takes your prompt, loads documents in your company’s archive that are relevant, packages everything together, and sends the prompt to the model. We have provenance.

Modeling 335

Modeling Sales Software Statistics 335

DataKitchen

AUGUST 13, 2021

A drug company tests 50,000 molecules and spends a billion dollars or more to find a single safe and effective medicine that addresses a substantial market. Figure 1: A pharmaceutical company tests 50,000 compounds just to find one that reaches the market. A DataOps superstructure provides a common testing framework.

Testing 246

Testing Dashboards Marketing Measurement 246

O'Reilly on Data

SEPTEMBER 17, 2024

Include documents: You can include documents as part of a prompt. Checking an AI is more like being a fact-checker for someone writing an important article: Can every fact be traced back to a documentable source? Checking the AI is a strenuous test of your own knowledge. It may reduce hallucination.

Modeling 303

Modeling Reporting Sales Testing 303

Analytics Vidhya

JANUARY 13, 2024

Introduction Welcome to “A Comprehensive Guide to Python Docstrings,” where we embark on a journey into documenting Python code effectively. Docstrings are pivotal in enhancing code readability, maintainability, and collaboration among developers.

Analytics 315

Analytics Testing 315

CIO Business Intelligence

OCTOBER 17, 2024

According to the indictment, Jain’s firm provided fraudulent certification documents during contract negotiations in 2011, claiming that their Beltsville, Maryland, data center met Tier 4 standards, which require 99.995% uptime and advanced resilience features. By then, the Commission had spent $10.7 million on the contract​. “If

Broadcasting 122

Broadcasting Risk Reporting Measurement 122

Cloudera

DECEMBER 9, 2024

We built this AMP for two reasons: To add an AI application prototype to our AMP catalog that can handle both full document summarization and raw text block summarization. Benchmark tests indicate that Gemini Pro demonstrates superior speed in token processing compared to its competitors like GPT-4. More on AMPs can be found here.

Machine Learning 75

Machine Learning Modeling Testing Optimization 75

DataKitchen

MAY 7, 2024

DataKitchen Training And Certification Offerings For Individual contributors with a background in Data Analytics/Science/Engineering Overall Ideas and Principles of DataOps DataOps Cookbook (200 page book over 30,000 readers, free): DataOps Certificatio n (3 hours, online, free, signup online): DataOps Manifesto (over 30,000 signatures) One (..)

Data Quality 161

Data Quality Testing Metrics Consulting 161

O'Reilly on Data

NOVEMBER 28, 2023

Unexpected outcomes, security, safety, fairness and bias, and privacy are the biggest risks for which adopters are testing. And there are tools for archiving and indexing prompts for reuse, vector databases for retrieving documents that an AI can use to answer a question, and much more. Only 4% pointed to lower head counts.

Enterprise 342

Enterprise Modeling Testing Reporting 342

AWS Big Data

OCTOBER 11, 2024

While a snapshot is in progress, you can still index documents and make other requests to the domain, but new documents and updates to existing documents generally aren’t included in the snapshot. Testing and development – You can use snapshots to create copies of your data for testing or development purposes.

Snapshot 110

Snapshot Dashboards Management Testing 110

AWS Big Data

MARCH 10, 2025

You can use the query from the Amazon Redshift documentation and add the same start and end times. Also, we designed our test environment without setting the Amazon Redshift Serverless workgroup max capacity parametera key configuration that controls the maximum RPUs available to your data warehouse.

Optimization 82

Optimization Data Warehouse Data-driven Testing 82

Rocket-Powered Data Science

FEBRUARY 15, 2023

Since ChatGPT is built from large language models that are trained against massive data sets (mostly business documents, internal text repositories, and similar resources) within your organization, consequently attention must be given to the stability, accessibility, and reliability of those resources. Test early and often.

Strategy 290

Strategy Experimentation Uncertainty Machine Learning 290

CIO Business Intelligence

JANUARY 14, 2025

Documentation and diagrams transform abstract discussions into something tangible. By articulating fitness functions automated tests tied to specific quality attributes like reliability, security or performance teams can visualize and measure system qualities that align with business goals.

Enterprise 119

Enterprise Technology Metrics Measurement 119

O'Reilly on Data

MARCH 7, 2019

If you don’t believe me, feel free to test it yourself with the six popular NLP cloud services and libraries listed below. In a test done during December 2018, of the six engines, the only medical term (which only two of them recognized) was Tylenol as a product. IBM Watson NLU. Azure Text Analytics. spaCy Named Entity Visualizer.

Deep Learning 279

Deep Learning Testing Machine Learning Modeling 279

O'Reilly on Data

JULY 11, 2023

Some of that time is spent in pointless meetings, but much of “the rest of the job” is understanding the user’s needs, designing, testing, debugging, reviewing code, finding out what the user really needs (that they didn’t tell you the first time), refining the design, building an effective user interface, auditing for security, and so on.

Testing 267

Testing Software Visualization Interactive 267

CIO Business Intelligence

JANUARY 30, 2025

You need to perform testing of the new model and ensure that you are setting aside enough time for testing and evaluation. You can look at the documentation for additional information as well as to see which model can be used as a suggested replacement. The next part of any model update is the testing that needs to take place.

Testing 93

Testing Metrics Cost-Benefit Modeling 93

O'Reilly on Data

JULY 15, 2019

In recent posts, we described requisite foundational technologies needed to sustain machine learning practices within organizations, and specialized tools for model development, model governance, and model operations/testing/monitoring.

Machine Learning 52

Machine Learning Management Enterprise Risk Management 52

CIO Business Intelligence

MARCH 25, 2025

What CIOs can do: To make transitions to new AI capabilities less costly, invest in regression testing and change management practices around AI-enabled large-scale workflows.

Risk 140

Risk Cost-Benefit Data-driven Digital Transformation 140

O'Reilly on Data

JANUARY 9, 2024

We still rely on humans to test and fix the errors. How do you understand what the program is doing if it’s a different program each time you generate and test it? Automated code generation doesn’t yet have the kind of reliability we expect from traditional programming; Simon Willison calls this “ vibes-based development.”

Modeling 348

Modeling Software Testing Optimization 348

AWS Big Data

FEBRUARY 21, 2025

Search applications include ecommerce websites, document repository search, customer support call centers, customer relationship management, matchmaking for gaming, and application search. Before FMs, search engines used a word-frequency scoring system called term frequency/inverse document frequency (TF/IDF).

Dashboards 79

Dashboards Modeling Measurement Interactive 79

CIO Business Intelligence

FEBRUARY 6, 2025

For example, at a company providing manufacturing technology services, the priority was predicting sales opportunities, while at a company that designs and manufactures automatic test equipment (ATE), it was developing a platform for equipment production automation that relied heavily on forecasting.

Unstructured Data 115

Unstructured Data Manufacturing Data Governance Sales 115

O'Reilly on Data

SEPTEMBER 19, 2023

A single document may represent thousands of features. You can see a simulation as a temporary, synthetic environment in which to test an idea. Millions of tests, across as many parameters as will fit on the hardware. Other groups have tested evolutionary algorithms in drug discovery. Specifically, through simulation.

Machine Learning 339

Machine Learning Testing Modeling Cost-Benefit 339

AWS Big Data

NOVEMBER 22, 2024

This upgrade allows you to build, test, and deploy data models in dbt with greater ease and efficiency, using all the features that dbt Cloud provides. This makes sure your data models are well-documented, versioned, and straightforward to manage within a collaborative environment.

Data Lake 102

Data Lake Data Warehouse Cost-Benefit Data Transformation 102

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. The study of security in ML is a growing field—and a growing problem, as we documented in a recent Future of Privacy Forum report. [8]. 6] See: Testing and Debugging Machine Learning Models. [7]

Machine Learning 282

Machine Learning Modeling Testing Risk Management 282

CIO Business Intelligence

FEBRUARY 21, 2025

Integration with Oracles systems proved more complex than expected, leading to prolonged testing and spiraling costs, the report stated. Despite providing a senior director to advise council officers and recommending go-live, EvoSyss actual contribution to program discussions appears minimal in meeting minutes and other documentation.

Reporting 90

Reporting Risk Testing Risk Management 90

Cloudera

NOVEMBER 13, 2024

LLMs deployed as internal enterprise-specific agents can help employees find internal documentation, data, and other company information to help organizations easily extract and summarize important internal content. Build and test training and inference prompts. Increase Productivity. Evaluate the performance of trained LLMs.

Cost-Benefit 87

Cost-Benefit Data Processing Machine Learning Testing 87

CIO Business Intelligence

APRIL 30, 2025

At ServiceNow, theyre infusing agentic AI into three core areas: answering customer or employee requests for things like technical support and payroll info; reducing workloads for teams in IT, HR, and customer service; and boosting developer productivity by speeding up coding and testing. For others, integration remains the biggest obstacle.

IT 88

IT Sales Cost-Benefit Data-driven 88

AWS Big Data

OCTOBER 30, 2024

Collaborating closely with our partners, we have tested and validated Amazon DataZone authentication via the Athena JDBC connection, providing an intuitive and secure connection experience for users. Choose Test connection. Choose Test Connection. Get started with our technical documentation.

Visualization 119

Visualization Data Lake Testing Data Governance 119

O'Reilly on Data

JULY 21, 2020

The CVDazzle site states clearly that it’s designs have only been tested against one algorithm (and one that is now relatively old.) Indeed, human rights groups are already using AI: there’s an important initiative to use AI to document war crimes in Yemen. Juggalo makeup doesn’t alter basic facial structure.

Technology 313

Technology Sales Testing Software 313

CIO Business Intelligence

FEBRUARY 26, 2025

But when an agent whose primary purpose is understanding company documents and tries to speak XML, it can make mistakes. If an agent needs to perform an action on an AWS instance, for example, youll actually pull in the data sources and API documentation you need, all based on the identity of the person asking for that action at runtime.

IT 141

IT Enterprise Interactive Data Quality 141

CIO Business Intelligence

SEPTEMBER 10, 2024

The testing phase, particularly user acceptance testing (UAT), can become a labor-intensive bottleneck — and a budget breaker. According to a 2023 Capgemini report , companies spend about 35% of their IT budget on testing — a figure that has remained stubbornly high despite advancements in automation. Result: 80% less rework.

Software 124

Software Digital Transformation Testing Advertising 124