Bayesian search. Is it the best way to tune your hyperparameters?

As you may know, every machine learning model, whether it’s a tree based one, or a deep neural network consists of trainable parameteres (weights, bias etc.) and hyperparameteres that can not be optimized during the training process. After acquiring a dataset, you have to initialize and optimize the weights of every layer, or just optimizing […]
Reliable Integration Tests Using SpringBoot and Docker

Description Testing enterprise applications has always been challenging due to the large number of external dependencies that are not always available during development and testing. Developers write the code on their local machines and perform automated tests on CI pipelines using mocks for the external systems, only hoping that the code will still work when […]
State management in React

Understanding State In an application, state is the interface between your data from any kind of backend or local change and the representation of this data with UI elements in the frontend. It could contain every interaction of a user with your application, an object which reflects the currently signed in user or the data […]
Exposing a SOAP, MQ or Database Service as a REST Web Service

Here is a simple Use Case implemented in IBM IntegrationBus 10 vs TIBCO BusinessWorks™ 6 Which one is easier to implement? What is best practice and what not? Which one has the most flexibility when it comes to configuration? We have a simple (common) scenario when we need to expose a Soap Web service (SOAP […]
Can AI be a partner in the new way of working?

With the recent changes our environment was subjected to by Covid-19, we have seen how remote working was accelerated at its fastest pace so far. Business leaders and Human Resources had to quickly adapt their working policies to assure business continuity. Many have started, though, making strategies for adapting this way of working based on […]
Handling Browser Navigation and bookmarkability in a single page web application

With the rise of advanced JavaScript frameworks like Angular or React, the concept of single page applications entered the centerstage of web development. A single page application (or SPA) is an app that uses a design approach where page content is generated dynamically through manipulating the DOM elements, rather than requesting new HTML files on […]
Chat Bots for the Next Generation Enterprise

The Artificial Intelligence enables machines to simulate the human intelligence, to learn from experience, and to perform many types of tasks that are, in general, done by a human being. Artificial Intelligence is used directly or indirectly in more and more industries, from healthcare (a traditional industry based on human to human interaction) to car […]
Analytical Databases and Self-Service BI

First, let us understand why Self-Service BI is so important for decision making within anorganization and how the Analytical Databases are making this possible The increased need for every company to have more and faster data insights has led to new BI solutions which are allowing the people from an enterprise to analyze their business […]
OpenShift versus Kubernetes

How did we get to containers? In the beginning there were nothing but bare-metal machines. The applications where deployed directly on these machines and they all shared the same hardware and operating system. We call this traditional deployment and it was a simple to understand but cumbersome process. If we wanted to install the application […]
Why you should upgrade from IBM Integration Bus v9 to IBM App Connect Enterprise v11

First of all, what is IBM Integration Bus? IBM Integration Bus (formerly known as WebSphere Message Broker) is IBM’s integration broker that allows business information to flow between disparate applications across multiple hardware and software platforms. What’s new in ACE v11? Well, here’s what’s what: · A new, simplified web user interface · […]