Occam's Razor

MAY 22, 2006

This post is a primer on the delightful world of testing and experimentation (A/B, Multivariate, and a new term from me: Experience Testing). Experimentation and testing help us figure out we are wrong, quickly and repeatedly and if you think about it that is a great thing for our customers, and for our employers.

Experimentation 103

Experimentation Testing Optimization Measurement 103

CIO Business Intelligence

DECEMBER 10, 2024

To integrate AI into enterprise workflows, we must first do the foundation work to get our clients data estate optimized, structured, and migrated to the cloud. Once the data foundation is in place, it is important to then select and embed the best combination of AI models into the workflow to optimize for cost, latency, and accuracy.

Modeling 116

Modeling Insurance Unstructured Data Experimentation 116

CIO Business Intelligence

NOVEMBER 27, 2024

While in the experimentation phase, speed is a priority, the implementation phase requires more attention to resiliency, availability, and compatibility with other tools. As a result, ​developers — regardless of their expertise in machine learning — will be able to develop and optimize business-ready large language models (LLMs).

Data Architecture 128

Data Architecture Cost-Benefit Machine Learning Experimentation 128

O'Reilly on Data

MARCH 25, 2025

ML apps needed to be developed through cycles of experimentation (as were no longer able to reason about how theyll behave based on software specs). The skillset and the background of people building the applications were realigned: People who were at home with data and experimentation got involved!

Testing 168

Testing Data-driven Software Measurement 168

CIO Business Intelligence

JANUARY 21, 2025

By embedding AI into data analysis frameworks, organizations can unlock unprecedented capabilities in healthcare diagnostics, manufacturing quality control, and marketing optimization, turning raw data into strategic competitive advantages, says Ashwin Rajeeva, co-founder and CTO of Acceldata.

Cost-Benefit 142

Cost-Benefit Data-driven Strategy Marketing 142

CIO Business Intelligence

OCTOBER 24, 2024

As they look to operationalize lessons learned through experimentation, they will deliver short-term wins and successfully play the gen AI — and other emerging tech — long game,” Leaver said. Forrester said most technology executives expect their IT budgets to increase in 2025.

ROI 127

ROI Data-driven Enterprise Experimentation 127

CIO Business Intelligence

DECEMBER 19, 2024

Additionally, nuclear power companies and energy infrastructure firms are hiring to optimize and secure energy systems, while smart city developers need IoT and AI specialists to build sustainable and connected urban environments, Breckenridge explains. of survey respondents) and circular economy implementations (40.2%).

IT 52

IT IoT Machine Learning Optimization 52

AWS Big Data

NOVEMBER 19, 2024

Customers maintain multiple MWAA environments to separate development stages, optimize resources, manage versions, enhance security, ensure redundancy, customize settings, improve scalability, and facilitate experimentation. It enhances infrastructure security and availability while reducing operational overhead.

Metadata 110

Metadata Cost-Benefit Metrics Optimization 110

CIO Business Intelligence

AUGUST 20, 2024

They must define target outcomes, experiment with many solutions, capture feedback, and seek optimal paths to delivering multiple objectives while minimizing risks. These teams focused on delivering reliable technology capabilities, improving end-user experiences, and establishing data and analytics capabilities.

IT 141

IT Digital Transformation Experimentation Risk 141

The Unofficial Google Data Science Blog

APRIL 23, 2024

If the relationship of $X$ to $Y$ can be approximated as quadratic (or any polynomial), the objective and constraints as linear in $Y$, then there is a way to express the optimization as a quadratically constrained quadratic program (QCQP). Here, $X$ is a vector of tuning parameters that control the system's operating characteristics (e.g.

Experimentation 52

Experimentation Optimization Uncertainty Metrics 52

CIO Business Intelligence

MAY 21, 2024

Along with code-generating copilots and text-to-image generators, which leverage a combination of LLMs and diffusion processing, LLMs are at the core of most generative AI experimentation in business today. The company has doubled its head count in the past six months and scored a $25 million investment late last year.

IT 131

IT Cost-Benefit Experimentation Forecasting 131

O'Reilly on Data

SEPTEMBER 15, 2020

Likewise, AI doesn’t inherently optimize supply chains, detect diseases, drive cars, augment human intelligence, or tailor promotions to different market segments. Results are typically achieved through a scientific process of discovery, exploration, and experimentation, and these processes are not always predictable.

Advertising 362

Advertising Cost-Benefit ROI Machine Learning 362

O'Reilly on Data

MARCH 31, 2020

If you’re already a software product manager (PM), you have a head start on becoming a PM for artificial intelligence (AI) or machine learning (ML). You already know the game and how it is played: you’re the coordinator who ties everything together, from the developers and designers to the executives. Why AI software development is different.

Management 363

Management Machine Learning Experimentation Metrics 363

KDnuggets

DECEMBER 30, 2019

For those of you in a hurry and interested in ultralearning (which should be all of you), this recap reviews the approach and summarizes its key elements -- focus, optimization, and deep understanding with experimentation -- geared toward learning Data Science.

Data Science 120

Data Science Experimentation Optimization IT 120

Smart Data Collective

JULY 9, 2023

One benefit is that they can help with conversion rate optimization. Collecting Relevant Data for Conversion Rate Optimization Here is some vital data that e-commerce businesses need to collect to improve their conversion rates. One report found that global e-commerce brands spent over $16.7 billion on analytics last year.

Optimization 97

Optimization Data Analytics Analytics Data-driven 97

CIO Business Intelligence

JANUARY 10, 2025

Currently, 51% of organizations are exploring their potential to optimize administrative tasks (60%), customer service (54%), and business content creation (53%). Despite the challenges, there is optimism about driving greater adoption. However, only 12% have deployed such tools to date.

ROI 81

ROI Enterprise Broadcasting Metrics 81

AWS Big Data

JUNE 11, 2024

Zstandard codec The Zstandard codec was introduced in OpenSearch as an experimental feature in version 2.7 , and it provides Zstandard-based compression and decompression APIs. This post is co-written with Praveen Nischal, Mulugeta Mammo, and Akash Shankaran from Intel. amongst other available compression algorithms in OpenSearch.

Optimization 92

Optimization Experimentation Cost-Benefit Software 92

Smart Data Collective

DECEMBER 30, 2020

One of the most important applications of big data technology lies with inventory management and optimization. Understanding the Best Data-Driven Inventory Optimization Applications for the Coming Year. This is the best inventory optimization software for 2021, according to the latest research updated in December 2020 by Business.org.

Data-driven 99

Data-driven Software Optimization Big Data 99

AWS Big Data

JANUARY 15, 2025

For container terminal operators, data-driven decision-making and efficient data sharing are vital to optimizing operations and boosting supply chain efficiency. This post is co-written by Dr. Leonard Heilig and Meliena Zlotos from EUROGATE.

IoT 107

IoT Machine Learning Metadata Data-driven 107

datapine

MAY 20, 2020

With a powerful dashboard maker , each point of your customer relations can be optimized to maximize your performance while bringing various additional benefits to the picture. CRM software will help you do just that. Let’s look at this in more detail. Take our CRM dashboard example: **click to enlarge**. Follow-Up Contact Rate.

Dashboards 265

Dashboards Reporting KPI Visualization 265

CIO Business Intelligence

JULY 31, 2024

This is where marketing teams will probably spend much of their time, as finding the right prompt to generate the optimal messaging to customers is very much a combination of art and science. This isn’t a new push for Salesforce. The company has been bundling various forms of automation into its Einstein brand since 2016.

Data Lake 119

Data Lake IT Sales Experimentation 119

CIO Business Intelligence

MARCH 6, 2023

As CIO Neil Holden moved his company, Halfords Group, further into the cloud, he sought to do more than simply “lift-and-shift” IT operations. Rather, Holden — like most CIOs — wanted his increasing use of cloud to enable and shape the company’s transformation agenda. Here, four IT leaders detail how they have taken action on this front.

IT 140

IT Strategy Cost-Benefit Consulting 140

DataKitchen

APRIL 13, 2021

Observe, optimize, and scale enterprise data pipelines. . To date, we count over 100 companies in the DataOps ecosystem. However, the rush to rebrand existing products with a DataOps message has created some marketplace confusion. Because it is such a new category, both overly narrow and overly broad definitions of DataOps abound.

Testing 300

Testing Machine Learning Consulting Data Quality 300

CIO Business Intelligence

MAY 23, 2022

The cloud is great for experimentation when data sets are smaller and model complexity is light. However, this repatriation can mean more headaches for data science and IT teams to design, deploy and manage infrastructure optimized for AI as the workloads return on premises. Cloud Architecture, IT Leadership

Experimentation 137

Experimentation Cost-Benefit Data Lake Data Science 137

CIO Business Intelligence

MARCH 4, 2025

The initiatives will build on an already relentless focus on speed that has helped Block empower more than 50 million individuals and four million sellers. We want engineering velocity to remain our competitive advantage, says Azra Coburn, Blocks Head of Developer Experience. Block is a large and complex organization, and its still growing.

Experimentation 69

Experimentation Metrics Data-driven Measurement 69

Occam's Razor

NOVEMBER 17, 2008

There is a tendency to think experimentation and testing is optional. You can start for free with a superb tool: Google's Website Optimizer. And I meant every word of it. I fundamentally believe that is wrong. For a few simple reasons: # 1 It's Not Expensive! Look for actionable uniqueness. 2 Six And A Half Minutes.

Testing 113

Testing Experimentation Risk Optimization 113

AWS Big Data

DECEMBER 12, 2024

Amazon Redshift , optimized for complex queries, provides high-performance columnar storage and massively parallel processing (MPP) architecture, supporting large-scale data processing and advanced SQL capabilities. The lineage data generated by dbt on Amazon Redshift includes partial lineage diagrams, as illustrated in the following image.

Snapshot 87

Snapshot Recreation/Entertainment Experimentation Data Lake 87

Cloudera

SEPTEMBER 18, 2024

Unique Data Integration and Experimentation Capabilities: Enable users to bridge the gap between choosing from and experimenting with several data sources and testing multiple AI foundational models, enabling quicker iterations and more effective testing.

Data-driven 91

Data-driven Optimization Experimentation Testing 91

CIO Business Intelligence

MAY 9, 2024

Experimentation drives momentum: How do we maximize the value of a given technology? Via experimentation. AI not only solves both of these pervasive problems, but it opens up a whole new world of possibilities. Flow state,” being fully immersed in a single important activity, is more of a concept than a practice. AI changes the game.

Enterprise 122

Enterprise Experimentation Sales Manufacturing 122

Occam's Razor

AUGUST 12, 2013

The outcome in either scenario is a restructuring of the organization that is exquisitely geared towards taking advantage of portfolio optimization. " low. A lot of that is because of all the stuff we don't know. There is lots of missing data. And as if that were not enough, there is lots of unknowable data.

Modeling 162

Modeling Optimization Marketing Interactive 162

CIO Business Intelligence

MARCH 7, 2023

Oliver Wittmaier, CIO and product owner at DB SYSTEL GmbH DB SYSTEL GmbH Content generation is also an area of particular interest to Michal Cenkl, director of innovation and experimentation at Mitre Corp. “I Something that produces libraries and software is no different than searching GitHub,” he says. “We That’s incredibly powerful.”

Enterprise 116

Enterprise IT Unstructured Data Experimentation 116

CIO Business Intelligence

DECEMBER 23, 2024

A new survey of SAP customer organizations shows that, despite AI experimentation, few have implemented AI and generative AI technologies across their enterprises. AI can help automate and optimize production, logistics, and personnel management processes, leading to visible cost savings and improvements.

Experimentation 59

Experimentation Optimization Digital Transformation Manufacturing 59

CIO Business Intelligence

FEBRUARY 22, 2024

With the aim to accelerate innovation and transform its digital infrastructures and services, Ferrovial created its Digital Hub to serve as a meeting point where research and experimentation with digital strategies could, for example, provide new sources of income and improve company operations.

IT 105

IT Digital Transformation IoT Cost-Benefit 105

Occam's Razor

OCTOBER 21, 2013

As an analyst, I was upset that this change would hurt my ability to analyze the effectiveness of my beloved search engine optimization (SEO) efforts – which are really all about finding the right users using optimal content strategies. These changes impact my AdWords spend sub-optimally. What Is Not Going Away.

Optimization 156

Optimization Reporting Metrics Experimentation 156

DataRobot Blog

DECEMBER 6, 2022

Other organizations are just discovering how to apply AI to accelerate experimentation time frames and find the best models to produce results. After DataRobot has determined an optimal model, Continuous AI helps ensure that the currently deployed model will always be the best one, even as the world changes around it. Read the blog.

Experimentation 145

Experimentation Forecasting Data-driven Machine Learning 145

CIO Business Intelligence

JULY 18, 2024

The early bills for generative AI experimentation are coming in, and many CIOs are finding them more hefty than they’d like — some with only themselves to blame. By understanding their options and leveraging GPU-as-a-service, CIOs can optimize genAI hardware costs and maintain processing power for innovation.”

Cost-Benefit 136

Cost-Benefit Experimentation Consulting Modeling 136

Cloudera

MARCH 2, 2022

You can read previous blog posts on Impala’s performance and querying techniques here – “ New Multithreading Model for Apache Impala ”, “ Keeping Small Queries Fast – Short query optimizations in Apache Impala ” and “ Faster Performance for Selective Queries ”. . The end result – happier users, and more of them. Hash Table.

Data Warehouse 89

Data Warehouse Optimization Analytics Sales 89