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Detecting anomalies in high-dimensional IoT data using hierarchical decomposition and one-class learning

Volodymyr Koliadin
Jul 21, 2022 • 46 min read

IntroductionAutomated health monitoring, including anomaly/fault detection, is an absolutely necessary attribute of any modern industrial system. Problems of this sort are usually solved through algorithmic processing of data from a great number of physical sensors installed in various equipment. A broad range of ML-based and statistical techniques are used...

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Publications

Data Democratization, The Goldilocks Choice And Culture Change

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Stan Klimoff
Aug 01, 2022 • 4 min read

Data Democratization, The Goldilocks Choice And Culture Change

Originally published in Forbes. Enterprise companies accumulated massive amounts of data over the years in pursuit of the promised rewards of big data. The question that now often comes from management is, “There must be some value, somewhere—can’t you find it?”...

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AI & Machine Learning Will Transform The Customer Experience

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Dharmendra Kapadia
Jun 03, 2022 • 4 min read

AI & Machine Learning Will Transform The Customer Experience

Insurers that embrace these digital tools are able to process larger amounts of data – the lifeblood of insurance – at extraordinary rates, while giving their customers a more streamlined, personalized experience....

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Digital Transformation

3 strategies for maximizing the value of cloud

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Grid Dynamics Market Analyst
Jun 14, 2022 • 7 min read

3 strategies for maximizing the value of cloud

Let’s face it; the current state of today’s digital technology revolution would not exist without the cloud. With this undeniable truth, the pressure on business leaders to embrace and optimize strategies for the cloud is mounting inexorably. And we see this with the growing rate of cloud adoption...

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Latest post

Enhance customer 360° views in Insurance with predictive analytics and AI in the cloud

Grid Dynamics Market Analyst
Aug 04, 2022 • 5 min read

Composable commerce trends for luxury retailers

Grid Dynamics Market Analyst
Jun 09, 2022 • 8 min read

Insurance customer 360: automate, personalize, accelerate and grow customer acquisitions with AI and ML

Kate Tsurkan
May 26, 2022 • 6 min read

Insurance data 360: Sync your business data ecosystem, eliminate silos and see ultimate efficiency at scale

Alia Shkurdoda
May 10, 2022 • 6 min read

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Data Science & AI

Operationalizing Next Best Action in Commercial Pharma: A Blueprint

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Bhavana Ramesh
Aug 02, 2022 • 10 min read

Operationalizing Next Best Action in Commercial Pharma: A Blueprint

Cloud-native Machine Learning architecture for next level omnichannel pharmaceutical marketing strategies. Personalize HCP engagement through optimal content, channel and time suggestions....

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Latest post

Detecting anomalies in high-dimensional IoT data using hierarchical decomposition and one-class learning

Volodymyr Koliadin
Jul 21, 2022 • 46 min read

A personal tailor application using computer vision for online clothing retailers

Mateja Stevanovic
May 17, 2022 • 5 min read

Recent Natural Language Processing breakthrough in Computer Vision

Andrii Khomenko
May 05, 2022 • 19 min read

When is deep learning overkill?

Joseph Gorelik
Apr 07, 2022 • 8 min read

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Big Data

Data quality control framework for enterprise data lakes

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Dmitry Mezhensky
May 05, 2022 • 8 min read

Data quality control framework for enterprise data lakes

How to monitor and maintain data quality for enterprise data lakes (methods, process flow, setup). Stop your data lake from getting swamped....

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Latest post

Enterprise-grade ML Platform in AWS: A Starter Kit

Dmitry Mezhensky
May 10, 2022 • 8 min read

Establishing Advanced BI Capabilities with Google Looker: A Step by Step Tutorial

Sevak Avetisyan
Jun 10, 2021 • 5 min read

Deploy Analytics Platform on AWS in One Day

Max Martynov
Jan 21, 2021 • 11 min read

Turn Data Into Insights Faster With Grid Dynamics Analytics Platform Starter Kit on AWS Cloud

Max Martynov
Oct 20, 2020 • 6 min read

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Cloud and DevOps

Accelerate Migration from Pivotal Cloud Foundry to AWS Kubernetes

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Alexandr Danilov
Apr 14, 2022 • 8 min read

Accelerate Migration from Pivotal Cloud Foundry to AWS Kubernetes

Grid Dynamics and AWS teamed up to create a cloud migration starter kit that enables rapid migration from Pivotal Cloud Foundry to AWS Elastic Kubernetes Service....

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Search

Reimagining retail product discovery and customer experience in 2022

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Kostyantyn Malyshev
Jan 18, 2022 • 6 min read

Reimagining retail product discovery and customer experience in 2022

In this blog we discuss the emergence of Google Cloud Retail Search - a revolutionary new approach to producing personalized and context-driven search in retail based on semantic vectors....

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Not your father’s search engine: a brief history of retail search

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Eugene Steinberg
Jan 23, 2020 • 10 min read

Not your father’s search engine: a brief history of retail search

Since the dawn of ecommerce in the end of the nineties, online retailers have coined a famous “If they can’t find ‘em, they can’t buy ‘em” motto, which stands today as fresh as ever. Online shoppers have a lot of choices, and their patience is getting ever shorter:...

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Latest post

Accelerate integration of Google Cloud Retail Search

Eugene Steinberg
May 19, 2022 • 4 min read

Launching Google Discovery Solutions Starter Kit for commercetools

Eugene Steinberg
May 03, 2022 • 4 min read

Enhance customer experience with Multi-Language Semantic Search

Oleg Savrasov
Mar 31, 2022 • 7 min read

Key to understanding your search queries: Semantic query parsing with Lucidworks Fusion

Egor Shchaev
Sep 23, 2021 • 12 min read

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UI and Mobile

Visualizing complex hierarchical data using D3

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Ilia Ilin
May 24, 2022 • 5 min read

Visualizing complex hierarchical data using D3

Since there is a lot of hierarchically structured information in the real world (e.g system folder structure, animal/plant classification, company management, etc.), and the tree chart is a perfect data structure for the storage of hierarchy information, an effective method of tree visualization becomes necessary in a lot...

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Latest post

Augmented reality: the future is now

Nikita Elizarov
Aug 11, 2022 • 5 min read

AngularJS to Angular 4 migration: a step-by-step guide

Olena Tkachuk
Jul 28, 2022 • 6 min read

How to optimize images for web and performance

Olena Tkachuk
Jun 02, 2022 • 7 min read

Scalable monorepo solution with Nx

Olena Tkachuk
Apr 21, 2022 • 3 min read

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Quality Assurance

Featured post

Alexey Lyanguzov
Jul 16, 2021 • 11 min read

Data quality monitoring made easy

Data monitoring is a practice that helps ensure the data you have in the system or are about to add to it is correct. It also helps in gathering metrics about this data (data profiling)....

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Latest post

7 Advanced Practices That Distinguish Effective Mobile Test Automation

Alexey Lyanguzov
Mar 04, 2021 • 9 min read

What Are the Key Challenges in Wearable Device Testing?

Volodymyr Garkin
Dec 22, 2020 • 5 min read

Private Mobile Device Farm as an Indicator of Mobile Testing Culture

Alexey Lyanguzov
Dec 18, 2020 • 10 min read

A Universal Approach to eCommerce GUI Test Automation

Alexey Lyanguzov
Dec 09, 2020 • 8 min read

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Omnichannel Commerce

Digital customer experience: Everything you need to know to boost omnichannel digital commerce in 2022

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Grid Dynamics Market Analyst
Apr 28, 2022 • 8 min read

Digital customer experience: Everything you need to know to boost omnichannel digital commerce in 2022

What is a digital customer experience. Importance of omnichannel CX for digital commerce in 2022...

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Latest post

AWS-native personal shopping assistant portal for a leading luxury department store chain

Sergey Plastinkin
Jul 22, 2022 • 3 min read

Should I move from Pivotal Cloud Foundry to Amazon Kubernetes? A critical comparison

Grid Dynamics Market Analyst
Jun 16, 2022 • 6 min read

Achieving business flexibility with composable commerce

Alia Shkurdoda
Jun 07, 2022 • 7 min read

Why You Need an Omnichannel Customer Experience

Grid Dynamics Market Analyst
Mar 17, 2022 • 9 min read

View more Omnichannel Commerce articles

Insights

Data Democratization, The Goldilocks Choice And Culture Change

AI & Machine Learning Will Transform The Customer Experience

3 strategies for maximizing the value of cloud

Enhance customer 360° views in Insurance with predictive analytics and AI in the cloud

Composable commerce trends for luxury retailers

Insurance customer 360: automate, personalize, accelerate and grow customer acquisitions with AI and ML

Insurance data 360: Sync your business data ecosystem, eliminate silos and see ultimate efficiency at scale

Subscribe to our latest Insights

Operationalizing Next Best Action in Commercial Pharma: A Blueprint

Detecting anomalies in high-dimensional IoT data using hierarchical decomposition and one-class learning

A personal tailor application using computer vision for online clothing retailers

Recent Natural Language Processing breakthrough in Computer Vision

When is deep learning overkill?

Data quality control framework for enterprise data lakes

Enterprise-grade ML Platform in AWS: A Starter Kit

Establishing Advanced BI Capabilities with Google Looker: A Step by Step Tutorial

Deploy Analytics Platform on AWS in One Day

Turn Data Into Insights Faster With Grid Dynamics Analytics Platform Starter Kit on AWS Cloud

Accelerate Migration from Pivotal Cloud Foundry to AWS Kubernetes

The benefits of FaaS with AWS Lambda and Node.js

Istio Service Mesh Beyond Kubernetes

How to Release Components Independently when you have a Distributed Monolith

CI/CD challenges of 2020

Reimagining retail product discovery and customer experience in 2022

Not your father’s search engine: a brief history of retail search

Accelerate integration of Google Cloud Retail Search

Launching Google Discovery Solutions Starter Kit for commercetools

Enhance customer experience with Multi-Language Semantic Search

Key to understanding your search queries: Semantic query parsing with Lucidworks Fusion

Visualizing complex hierarchical data using D3

Augmented reality: the future is now

AngularJS to Angular 4 migration: a step-by-step guide

How to optimize images for web and performance

Scalable monorepo solution with Nx

Data quality monitoring made easy

7 Advanced Practices That Distinguish Effective Mobile Test Automation

What Are the Key Challenges in Wearable Device Testing?

Private Mobile Device Farm as an Indicator of Mobile Testing Culture

A Universal Approach to eCommerce GUI Test Automation

Digital customer experience: Everything you need to know to boost omnichannel digital commerce in 2022

AWS-native personal shopping assistant portal for a leading luxury department store chain

Should I move from Pivotal Cloud Foundry to Amazon Kubernetes? A critical comparison

Achieving business flexibility with composable commerce

Why You Need an Omnichannel Customer Experience