IBM Big Data Hub

NOVEMBER 13, 2023

In 2015, Google donated Kubernetes as a seed technology to the Cloud Native Computing Foundation (CNCF) (link resides outside ibm.com), the open-source, vendor-neutral hub of cloud-native computing. CI/CD—which stands for continuous integration (CI) and continuous delivery (CD) —has become a key aspect of software development.

Machine Learning 107

Machine Learning Data-driven Software Testing 107

Occam's Razor

JANUARY 9, 2012

All while constantly optimizing your portfolio via controlled experiments. I told 20 people that Nikon's site is slow and profoundly sub-optimal on mobile. Companies get entrenched in what they know and end up constantly optimizing for what's always worked, meanwhile the world changes and these companies die, albeit slowly.

Marketing 142

Marketing B2B Measurement Risk 142

CIO Business Intelligence

DECEMBER 8, 2023

He’s also a big believer in the agile DevOps concept of “shifting left” when it comes to technology — performing testing and evaluation early in the development process, generally before code is written — and “shifting right” when it concerns talent, where his vision for eliminating Toyota’s service desk is an example.

IT 124

IT Enterprise Technology Manufacturing 124

Ontotext

FEBRUARY 23, 2023

RDF engines are good for graph analytics Historically, the Labeled Property Graph (LPG) engines were optimized to deal with graph analytics, while the Resource Description Framework (RDF) engines were designed for data publishing and metadata management. GraphDB was audited to perform 12 operations/second on an AWS r6id.8xlarge

Publishing 52

Publishing Metadata Optimization Testing 52

Smart Data Collective

JANUARY 27, 2021

The researchers analyzed daily market data from nearly 1,700 cryptocurrencies that were sold between November 2015 and April 2018. You need to carefully organize the data so that it can be tested and trained. You should also track the accuracy of your algorithms and tweak them as necessary for optimal efficacy.

Machine Learning 139

Machine Learning Forecasting Predictive Analytics Marketing 139

AWS Big Data

JUNE 6, 2023

AWS Glue gave us a cost-efficient option to migrate the data and we further optimized storage cost by pruning cold data. The solutions we experimented with did not give us the flexibility to monitor and scale resources per pipeline run and optimize the pipeline ourselves. It was great for quick iteration over a new feature.

Analytics 59

Analytics Data Lake Testing Optimization 59

Smart Data Collective

FEBRUARY 14, 2023

The best part is that many of these web apps are using AI technology to provide the optimal user experience. Web developers know that they’re working within the constraints of a browser, so they tend to optimize their product to operate as efficiently as possible with fewer computing resources.

Risk 117

Risk Technology Optimization Machine Learning 117

Smarten

MAY 18, 2022

Which sales representative sold the most pancake mix during April 2015 to May 2019? If a sales manager is considering how to optimize her sales team and leverage customer product and purchasing preferences, the business would want to encourage creativity and out-of-the box thinking. Sample Date Range Question.

Data-driven 69

Data-driven Sales Metrics Testing 69

IBM Big Data Hub

AUGUST 8, 2023

and China, but also in developing countries where outdated equipment must be replaced or brought up to modern standards to meet the goals set out by the 2015 Paris Climate accords. This helps ensure that assets are performing optimally and with minimal environmental impact.

Internet of Things 65

Internet of Things IoT Cost-Benefit Optimization 65

IBM Big Data Hub

MARCH 29, 2024

Here, we dissect those differences and discuss how businesses can use REST and GraphQL APIs to optimize their networks. GraphQL GraphQL is a query language and API runtime that Facebook developed internally in 2012 before it became open source in 2015. However, they differ significantly in how they manage data traffic.

Interactive 73

Interactive Digital Transformation Management Optimization 73

Cloudera

JUNE 2, 2022

Since 2015, the Cloudera DataFlow team has been helping the largest enterprise organizations in the world adopt Apache NiFi as their enterprise standard data movement tool. CDF-PC offers a flow-based low-code development paradigm that provides the best impedance match with how developers design, develop, and test data distribution pipelines.

Enterprise 103

Enterprise Data Lake Data Collection Data-driven 103

datapine

SEPTEMBER 4, 2023

Your Chance: Want to test a powerful data visualization software? For example, the average price of a Big Mac in the Euro area in July 2015 was $4.05 Your Chance: Want to test a powerful data visualization software? Back in 2015, when around 46.3 Your Chance: Want to test a powerful data visualization software?

Interactive 264

Interactive Visualization Cost-Benefit Dashboards 264

IBM Big Data Hub

AUGUST 11, 2023

These insights can help drive decisions in business, and advance the design and testing of applications. Initiate updates and optimization—Here, ML engineers will begin “retraining” the ML model method by updating how the decision process comes to the final decision, aiming to get closer to the ideal outcome.

Data Science 53

Data Science Machine Learning Cost-Benefit Deep Learning 53

Domino Data Lab

JULY 2, 2019

SQL optimization provides helpful analogies, given how SQL queries get translated into query graphs internally , then the real smarts of a SQL engine work over that graph. The query graph provides metadata that gets leveraged for optimizations at multiple layers of the relational database stack. A Sampler of Program Synthesis.

Metadata 105

Metadata Machine Learning Data Science Data-driven 105

AWS Big Data

JULY 26, 2023

From preview to GA and beyond Today, we are excited to announce the preview of the vector engine, making it available for you to begin testing it out immediately. We recognize that many of you are in the experimentation phase and would like a more economical option for dev-test.

Metadata 52

Metadata Cost-Benefit Testing Metrics 52

AWS Big Data

OCTOBER 23, 2023

Running SQL on data lakes is fast, and Athena provides an optimized, Trino- and Presto-compatible API that includes a powerful optimizer. He joined AWS in 2015 and has been focusing in the big data analytics space since then, helping customers build scalable and robust solutions using AWS analytics services.

Data Lake 115

Data Lake Visualization Optimization Interactive 115

Occam's Razor

DECEMBER 3, 2012

We like to believe that all there is to digital marketing is to do some search engine optimization, send out an email blast every once in a while, get our agency to create a flash-heavy "brand experience" website, or slap together a mobile app in the corporate-approved shade of eggshell white. So what do you have? Almost no pimping.

Marketing 149

Marketing Advertising Strategy Optimization 149

CIO Business Intelligence

JULY 13, 2022

Since 2015, the Cloudera DataFlow team has been helping the largest enterprise organizations in the world adopt Apache NiFi as their enterprise standard data movement tool. CDF-PC offers a flow-based low-code development paradigm that provides the best impedance match with how developers design, develop, and test data distribution pipelines.

Enterprise 68

Enterprise Data Lake Data Collection Data-driven 68

The Unofficial Google Data Science Blog

OCTOBER 7, 2015

A/B testing is used widely in information technology companies to guide product development and improvements. For questions as disparate as website design and UI, prediction algorithms, or user flows within apps, live traffic tests help developers understand what works well for users and the business, and what doesn’t.

Modeling 61

Modeling Experimentation Knowledge Discovery Testing 61

Insight

JUNE 10, 2019

Photo by Wayne Chan on Unsplash The race to the future I don’t know about you, but I distinctly remember a promise from 1989 that flying cars would be commonplace by 2015. Transfer learning applied to ResNet50 CNN Training results The final accuracy of the model, when tested on a subset of the training data, was 97%.

Breakeven 69

Breakeven Modeling Testing Marketing 69

The Unofficial Google Data Science Blog

JULY 22, 2020

Another reason to use ramp-up is to test if a website's infrastructure can handle deploying a new arm to all of its users. The website wants to make sure they have the infrastructure to handle the feature while testing if engagement increases enough to justify the infrastructure. We offer two examples where this may be the case.

Experimentation 95

Experimentation Statistics Testing Strategy 95

Sisense

FEBRUARY 24, 2021

But that number rose sharply afterwards, with the team noting there were over 1,000 people in this role by 2015. This could be because that department is testing out an idea or may just have a specific niche use case for its area. Clearly, data is becoming more important to organizations.

Data Warehouse 69

Data Warehouse Big Data Metrics Visualization 69

Hurwitz & Associates

MAY 21, 2019

New additions include: a Web Console to help administrators more easily manage multiple environments; a Universal Base Image (UBI) to help developers create pre-tested golden images for different container environments; and Insights for analytics on operations data. A Closer Look at OpenShift 4. What’s Next.

Software 40

Software Enterprise Machine Learning Management 40

The Unofficial Google Data Science Blog

MARCH 31, 2016

both L1 and L2 penalties; see [8]) which were tuned for test set accuracy (log likelihood). On each of the ten segments the random effects model yielded higher test-set log likelihoods and AUCs, and we display the results in the figure below. Large-scale inference: empirical Bayes methods for estimation, testing, and prediction."

Modeling 40

Modeling Statistics Advertising Testing 40

The Unofficial Google Data Science Blog

NOVEMBER 4, 2015

One way to check $f_theta$ is to gather test data and check whether the model fits the relationship between training and test data. This tests the model’s ability to distinguish what is common for each item between the two data sets (the underlying $theta$) and what is different (the draw from $f_theta$).

KDD 40

KDD Testing Machine Learning Measurement 40

The Unofficial Google Data Science Blog

JUNE 30, 2016

A naïve way to solve this problem would be to compare the proportion of buyers between the exposed and unexposed groups, using a simple test for equality of means. It should be noted that inverse probability weighting is not generally optimal (i.e., the curse of dimensionality).

Statistics 44

Statistics Optimization Modeling Experimentation 44

Occam's Razor

SEPTEMBER 15, 2014

Company UX leaders are happy to stink less by taking the sub-optimal path of responsive design, rather than create a mobile-unique experience (your customers tend to do different things on your desktop site than your mobile site!). Many reasons. CEOs still don't get it. The next tab is more fun/important, the search performance report.

Metrics 143

Metrics Reporting Analytics Marketing 143

CIO Business Intelligence

MARCH 22, 2022

He co-founded Room on Call (now Hotelopedia) in 2015, where he set up the complete technology infrastructure, development, product management, and operations. He brings expertise in developing IT strategy, digital transformation, AI engineering, process optimization and operations. Web Werks India hires Kamal Goel as director of IT.

Internet Publishing and Broadcasting 98

Internet Publishing and Broadcasting Digital Transformation Insurance Recreation/Entertainment 98

Domino Data Lab

JULY 9, 2019

A “data scientist” might build a multistage processing pipeline in Python, design a hypothesis test, perform a regression analysis over data samples with R, design and implement an algorithm in Hadoop, or communicate the results of our analyses to other members of the organization in a clear and concise fashion.

Data Science 112

Data Science Machine Learning Advertising Modeling 112

Occam's Razor

JANUARY 31, 2017

It also forces a lot less think than might be optimal. Everything seems sub-optimal. Yes, text can be optimized. In our case, every table, every slide that comes from a piece of data, has to pass the so what test. Let's look at this real data for a fictitious company… This is slide one… Ok.

Visualization 149

Visualization IT Strategy Key Performance Indicator 149

Domino Data Lab

AUGUST 1, 2021

After forming the X and y variables, we split the data into training and test sets. 2015) for additional details. Next, we pick a sample that we want to get an explanation for, say the first sample from our test dataset (sample id 0). For sample 23 from the test set, the model is leaning towards a bad credit prediction.

Modeling 139

Modeling Deep Learning Machine Learning Knowledge Discovery 139

Domino Data Lab

JULY 1, 2021

from keras import optimizers from keras.models import Model from keras.models import Input from keras_contrib.layers import CRF from keras_contrib import losses from keras_contrib import metrics. Number of sentences in the training dataset: 43163 Number of sentences in the test dataset : 4796. Evaluation and testing. verbose=2).

Modeling 111

Modeling Statistics Testing Metrics 111

CIO Business Intelligence

OCTOBER 11, 2022

More quickly moving from ideas to insights has aided new drug development and the clinical trials used for testing new products. AstraZeneca’s ability to quickly spin up new analytics capabilities using AI Bench was put to the ultimate test in early 2020 as the global pandemic took hold. . It’s an exciting time to be at AstraZeneca!”

Machine Learning 145

Machine Learning Data-driven Data Science Testing 145

CIO Business Intelligence

JULY 6, 2023

Spreading the news Telecom provider AT&T began trialing RPA in 2015 to decrease the number of repetitive tasks, such as order entry, for its service delivery group. Another good practice is to test and learn from solutions early and often. Pilot to accelerate results.

Cost-Benefit 119

Cost-Benefit Technology Unstructured Data Testing 119

Occam's Razor

FEBRUARY 9, 2015

It is 2015. Structure tests to validate these hypotheses. In each case, frame it as a hypothesis, test it, make bigger changes. Not every website is organized optimally for us to benefit from this report, but if it is, then you'll get something like this for Dell.com. You made do with what you had, and that was ok.

Metrics 156

Metrics Reporting IT Advertising 156

CIO Business Intelligence

APRIL 12, 2022

Even though Nvidia’s $40 billion bid to shake up enterprise computing by acquiring chip designer ARM has fallen apart, the merger and acquisition (M&A) boom of 2021 looks set to continue in 2022, perhaps matching the peaks of 2015, according to a report from risk management advisor Willis Towers Watson.

Technology 143

Technology Enterprise Consulting Software 143

Occam's Razor

OCTOBER 12, 2017

When you go to the interview, the hiring company will proceed to ask questions that test your competency in the listed job requirements. Test for analytics experience AND explore the level of analytical thinking the job candidate possesses. Optimal Starting SCOTUS Starting Points. This is normal. Science or Fiction?

Marketing 138

Marketing Analytics Machine Learning Strategy 138