O'Reilly on Data

OCTOBER 30, 2023

adversarial testing to determine a model’s flaws and weak points), and not a wider range of information that would help to address many of the other concerns outlined in the EO. The EO seems to be requiring only data on the procedures and results of “Red Teaming” (i.e.

Measurement 304

Measurement Risk Metrics Modeling 304

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 272

Analytics Testing 272

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 259

Modeling Software Sales Statistics 259

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

DataKitchen

DECEMBER 9, 2024

data quality tests every day to support a cast of analysts and customers. DataKitchen loaded this data and implemented data tests to ensure integrity and data quality via statistical process control (SPC) from day one. The numbers speak for themselves: working towards the launch, an average of 1.5

Data Quality 173

Data Quality Data Lake Testing Statistics 173

O'Reilly on Data

FEBRUARY 15, 2022

We can start with a simple operational definition: Reading comprehension is what is measured by a reading comprehension test. That definition may only be satisfactory to the people who design these tests and school administrators, but it’s also the basis for Deep Mind’s claim. Jack walked up the hill.

Testing 299

Testing Modeling Measurement IT 299

O'Reilly on Data

JULY 28, 2020

Product Managers are responsible for the successful development, testing, release, and adoption of a product, and for leading the team that implements those milestones. Some of the best lessons are captured in Ron Kohavi, Diane Tang, and Ya Xu’s book: Trustworthy Online Controlled Experiments : A Practical Guide to A/B Testing.

Marketing 363

Marketing Experimentation Metrics Testing 363

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 250

Testing Software Visualization Interactive 250

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 277

Enterprise Testing Modeling Reporting 277

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 218

Modeling Reporting Sales Testing 218

O'Reilly on Data

MAY 25, 2021

There have also been colorful conversations about whether GPT-3 can pass the Turing test, or whether it has achieved a notional understanding of consciousness, even amongst AI scientists who know the technical mechanics. When the human tries to stump the bot by texting “Testing what is 2+2?,” Among other things. Prompt Engineering.

Modeling 350

Modeling Marketing Testing Machine Learning 350

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 288

Modeling Software Testing Optimization 288

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 231

Deep Learning Testing Machine Learning Modeling 231

DataKitchen

FEBRUARY 23, 2024

Webinar: Beyond Data Observability: Personalization DataKitchen DataOps Observability Problem Statement White Paper: ‘Taming Chaos’ Technical Product Overview Four-minute online demo Detailed Product: Documentation Webinar: Data Observability Demo Day DataKitchen DataOps TestGen Problem Statement White Paper: ‘Mystery Box Full Of Data Errors’ (..)

Testing 124

Testing Data-driven Metrics Data Quality 124

O'Reilly on Data

JULY 9, 2024

In my post-mortem, I checked the documentation and tested the sample code that the model provided. Testing and debugging haven’t, and won’t, go away. They’ll have trouble figuring out how to test and they’ll have trouble debugging when AI fails. And the model backed me into a corner that I had to hack myself out of.

Testing 236

Testing Modeling Publishing IT 236

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

DataKitchen

JANUARY 18, 2023

Good testing, like exercise and veganism, is the subject of fervent talk and half-hearted action. There are lots of reasons good people test inadequately. Testing is intrinsic to the job. . By automating your tests, then running them with each refresh, you build in safety valves for your data pipeline. . Of course not.

Testing 130

Testing Data-driven Risk Strategy 130

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 121

Software Digital Transformation Testing Advertising 121

Corinium

JULY 19, 2020

Before launching a CX program, try to document an accurate view of your business’s current state of play. Best practices show that the financial impact of the CX capability is outlined in the onboarding process, tested and controlled along the way and measured and reported against quarterly.

Snapshot 195

Snapshot Measurement ROI Testing 195

CIO Business Intelligence

MARCH 12, 2024

Early use cases include code generation and documentation, test case generation and test automation, as well as code optimization and refactoring, among others. Gen AI is also reducing the time needed to complete testing, via automation, Ramakrishnan says. One example is with document search and summarization.

Software 131

Software Experimentation Testing Cost-Benefit 131

CIO Business Intelligence

JUNE 12, 2024

Most enterprise data is unstructured and semi-structured documents and code, as well as images and video. For example, gen AI can be used to extract metadata from documents, create indexes of information and knowledge graphs, and to query, summarize, and analyze this data. They’re very effective on that.

Modeling 140

Modeling Testing Cost-Benefit Metadata 140

CIO Business Intelligence

DECEMBER 20, 2023

Faster app development: By leveraging Generative AI, companies can automate documentation generation, improve software reusability, and seamlessly integrate AI functions such as chatbots and image recognition into low-code applications.

Digital Transformation 128

Digital Transformation Testing Software Cost-Benefit 128

DataKitchen

FEBRUARY 22, 2024

Here, you’ll learn to draft emails, document decisions, and log meetings with the precision of an athlete, all in the noble pursuit of ensuring that when the data hits the fan, your tracks are not just covered; they’re practically invisible. Why bother with regression testing and impact checking when you can deploy and deflect?

Analytics 195

Analytics Data Governance Strategy Testing 195

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 93

Management Metadata Manufacturing Testing 93

DataKitchen

DECEMBER 6, 2022

The document they wrote is exceptionally close to what we see in the market and what our products do ! This document is essential because buyers look to Gartner for advice on what to do and how to buy IT software. T est Automation : Business rules validation, test scripts management, test data management.

Software 130

Software Marketing Data Lake Testing 130

CIO Business Intelligence

NOVEMBER 13, 2023

By defining a structured change management process, organizations not only ensure that changes are properly tracked and documented, but it also provides visibility into the entire change lifecycle. Incorporate extensive testing and validation for each change Ten years ago, the DevOps development process was develop, develop, develop, test.

Management 133

Management Key Performance Indicator Testing Business Objectives 133

CIO Business Intelligence

APRIL 12, 2024

Large banking firms are quietly testing AI tools under code names such as as Socrates that could one day make the need to hire thousands of college graduates at these firms obsolete, according to the report.

Experimentation 143

Experimentation Reporting Testing Statistics 143

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 253

Machine Learning Testing Modeling Cost-Benefit 253

O'Reilly on Data

MARCH 26, 2024

The prompts start the dream, and based on the LLM’s hazy recollection of its training documents, most of the time the result goes someplace useful. It takes the prompt and just returns one of the most similar “training documents” it has in its database, verbatim. Because, in some sense, hallucination is all LLMs do.

Modeling 279

Modeling Machine Learning Risk Advertising 279

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 90

Data Warehouse Analytics Testing Modeling 90

CIO Business Intelligence

MAY 1, 2024

Organic growth Some of Microsoft’s original test customers have already moved from pilot to broad deployment. And commercial insurance is a vertical Docugami CEO Jean Paoli says has been an early adopter, including statements of value, certificates of insurance, as well as policy documents with renewal dates, penalties, and liabilities.

Cost-Benefit 143

Cost-Benefit Metrics Insurance Measurement 143

datapine

MARCH 25, 2020

Your Chance: Want to test a professional reporting automation software? Your Chance: Want to test a professional reporting automation software? Your Chance: Want to test a professional reporting automation software? Let’s get started. We offer a 14-day free trial. Automate your processes with datapine! click to enlarge**.

Reporting 209

Reporting Dashboards Manufacturing Visualization 209

AWS Big Data

AUGUST 7, 2024

For this post, we’re going to consider an indexing-heavy workload and do some performance testing. KiB and the bulk size is 4,000 documents per bulk, which makes approximately 6.26 The body of the response must be checked to validate that all the documents were indexed successfully. MiB per bulk (uncompressed).

Optimization 95

Optimization Testing Management IT 95

CIO Business Intelligence

OCTOBER 31, 2024

One executive the researchers interviewed for the report suggested AI tools are productivity “shaves,” because they save users a few minutes on each task by summarizing documents or by helping to draft an email, for example. In some cases, the value of AI solutions can become evident sooner than the value of AI tools, Wixom says. “If

Data-driven 142

Data-driven Unstructured Data Experimentation Consulting 142

AWS Big Data

SEPTEMBER 5, 2024

It comes in two modes: document-only and bi-encoder. For more details about these two terms, see Improving document retrieval with sparse semantic encoders. Simply put, in document-only mode, term expansion is performed only during document ingestion. Bi-encoder mode improves performance but may cause more latency.

Metrics 102

Metrics Testing Experimentation Modeling 102

O'Reilly on Data

OCTOBER 10, 2023

ChatGPT responded with some fairly basic advice about following common Ruby naming conventions and avoiding inline comments (Rubyists used to think that code should be self-documenting. A rigorous test suite would have helped.) Testing has always been important (and under-utilized); with ChatGPT, it’s even more so.

Testing 183

Testing Modeling IT Risk 183

datapine

JANUARY 6, 2022

Secondary Research: much like how patterns of behavior can be observed, different types of documentation resources can be coded and divided based on the type of material they contain. Typically, quantitative data is measured by visually presenting correlation tests between two or more variables of significance.

Visualization 246

Visualization Dashboards Cost-Benefit Measurement 246