Three Biggest Reasons Data Scientists Struggle to Get ML Models Into Production The world has reached a point where businesses worldwide have to up their game to meet the rising demand of the markets. The customer experience quality has reached an entirely new level, and many companies are having a hard time catching up with […]

Why Multi-Tenancy Is a Powerful Differentiator for Pulsar as Compared to Kafka There’s an ongoing discussion in the data world about whether Pulsar or Kafka is the better option. Yes, both of these options have their advantages, and it’s difficult to make generalizations when every enterprise has unique use cases. However, multi-tenancy is increasingly becoming […]

What is Adaptive ML (Online Machine Learning)?  Virtually every business relies on data to survive. Sales data gives you insights into your business’s performance. Customer data tells you more about your target audience and their behaviors. Marketing data helps you understand how to improve brand awareness and expand your reach. Competitor data, transaction data, financial […]

What Are the Benefits of Online ML vs.Traditional Batch? There is a field in machine learning called online learning, and it refers to an array of machine learning practices and techniques that learn from a selected source of data provided over time. In online learning methodology, each new batch of data updates the existing machine […]

Five Reasons Why PrestoDB Architecture Simplifies Queries and Reduces Cost To say that PrestoDB has been a revolution in SQL engines would be like saying the printing press made mass production of books and newsletters slightly simpler. PrestoDB is the leading technology in the world of queries, and its architecture is built for longevity. With […]

The Story Behind Presto DB Presto DB is one of the most exciting developments in the digital world. In essence, it’s an SQL query engine built to handle the query needs of buzzing technologies such as Big Data. It was released under the Apache license, and like most products under it, Presto DB is a […]

Why PrestoDB (now Trino) continues to gain in popularity Many people have already accepted that we are living in the age of the 4th industrial revolution. Fields with information technology, the biological, digital, and physical worlds are quickly becoming interconnected.  These fusions lead to the development of new technologies like quantum computers, 3D printing, IoT, […]

PrestoDB Drives Massive Value for Enterprise Use The ever-evolving technology has the power to completely change the world around us, including the modern business landscape. In fact, we can say that a new industrial revolution is afoot. Technologies such as cloud-based technologies, quantum computing, machine learning and artificial intelligence, data analytics, big data, and IoT […]

Challenges Building Big Data Pipelines for Next Generational Workloads In the past decade, the volume, velocity and variety of raw data available has grown to increasingly massive numbers. With more data, companies stand to quickly turn raw data in gold. Quickly feeding data scientists with clean and manageable datasets can help companies remain agile within […]

Top 10 Problems When Using Apache Kafka Apache Kafka is one of the most popularly used open-source distributed event streaming platforms. Its use cases range from enabling mission-critical apps to building and maintaining high-performance data pipelines. If you consider whether to use Apache Kafka for your future projects, you should know all about the pros […]

How To Fix Apache Kafka Error “TopicAuthorizationException” Apache Kafka is one of the most popular open-source streaming platforms that allow companies to improve their data pipelines, streamline analytics, and integrate with existing tools to improve the overall operation. It’s a software solution that is constantly updated and optimized by thousands of programmers all over the […]

Benefits of Digital Transformation in the Finance Industry Any digital transformation will be a resource-intensive, hard, and relatively slow process – so why do companies undergo it at an increasing rate? Well, companies tend to invest in digital transformation for more than a few reasons. Not only is this the premier way to improve many […]

Benefits of Digital Transformation in Government Digital transformation is having a profound impact on the private sector. There are many resources and examples online that showcase the benefits it brings to small and medium-sized businesses as well as corporations. However, at the same time, digital technology also impacts and affects the public sector. It can […]

Apache Camel vs. Mule ESB – What’s the Difference? An enterprise software ecosystem is a little universe in itself, one which includes diverse  applications all of which must be integrated to share data. On-premise apps and Cloud apps mix with SaaS apps, third party plugins and APIs, as well as supporting mobile apps, and even […]

Apache Pulsar in AI-Driven Enterprise Integration Middleware  How is it possible to automate integration of enterprise software applications when unique data formats and disparate protocols make integration a very complex task? Remarkable integration providers such as IBM and Pandio have already created hybrid integration platforms which apply AI-powered automation to the laborious task of interfacing […]

Benefits of Digital Transformation in the Insurance Industry Digital transformation is slowly but steadily penetrating various industries. There are companies from all niches re-inventing their processes using emerging tech solutions. Insurance is one of the most resilient sectors when it comes to disrupting the status quo willingly. What do the insurers need to give digital […]

Benefits of Digital Transformation in the Healthcare Industry In the last few years, many businesses and industries went through the process of digital transformation. Whether they wanted it or not, this trend continues to revolutionize the world’s industries, reshaping the business landscape as we know it. Like all other data-driven industries, the health industry is […]

Benefits of Digital Transformation for an Enterprise As the markets become oversaturated and more dynamic and consumer behavior changes, enterprises across industries have to adapt. Technology appears to be a go-to solution for many enterprises. All of a sudden, there is this new elephant in the room – digital transformation. Fortunately, there are more and […]

Top ESB Implementations and Their Functionality The most effective and successful Enterprise Service Bus (ESB) implementations today do not live within boundaries that are sharply defined; instead the functionality is always expanding. The integration functionality provided by the top ESB platforms are as fluid and dynamic as the innovative new applications they serve to interface. […]

7 Key Factors of a Successful Digital Transformation We live in the digital age where technology is the main driving factor of business innovations. While some see this technology as nothing more than a headache and something they have to deal with, many business owners see this technological advancement as a new and lucrative opportunity […]

Top 5 Reasons Digital Transformations Fail A growing number of businesses are going digital to be more efficient and effective, serve customers better, surpass the competition, and improve their bottom line. Unfortunately, most of them fail in their digital efforts. According to a McKinsey study, a whopping 70% of all digital transformations fail.  One of […]

How Pandio’s Centralized and Decentralized Messaging Make IoT, AI, and ML Visions Reality When people think about internet of things (IoT) devices, they often think about the things that keep us connected—at home, at work, and in the car. For example, IoT devices like your thermostat, which allows you to adjust your temperature from an […]

What is Digital Transformation and How Can It Accelerate the Success of Your Business? There are two ways to look at business innovations driven by technology. One is to look at it as a disruption that causes nothing but a headache. The other is to look at it as a new exciting opportunity for you […]

Connecting Enterprise Software: ESB vs. API Management How do you connect two software applications to enable them to share data and send each other instructions and requests? Enterprises today often have a Human Resource Management (HRM) platform and a Customer Relationship Management (CRM) platform. Interfacing those two giants and enabling them to talk to each […]

Episode III: Distributed Messaging Systems in Autonomous Vehicles In the last article, we evaluated Kalman filters as a tool to reduce the flood of sensor data and mollify data disparity to generate an accurate depiction of the autonomous vehicle’s (AV) environment. Likewise, we surveyed perception based machine learning algorithms that drive the decision making processes […]

New Frontiers for the Enterprise Service Bus Important advances in Business Intelligence (BI) in conjunction with advances in technology  continually increase the need for integration of systems within all enterprises today. Enterprise resource planning (ERP) application, to name one example, now consist of numerous component technologies such as analytics performance tools, IoT sensors and event […]

Artificial Intelligence as a Service or AIaaS: What Is It, the Top Players, Benefits & More Software as a service is an increasingly market. Its current market size is estimated at $117.8 billion, and it is expected to grow to $138.3 billion by 2022. Everyone knows about it as it encompasses different software services distributed […]

AI Bridging Cloud Infrastructure Implications On Deep Learning Among all emerging technologies, AI has the most disruptive potential. It has implications across various industries and fields, including robots, Big Data, IoT, and advanced biotech. In recent years the focus of everyone interested in AI has shifted towards its practical applications. Paring thousands of sensors, ingesting […]

How Much Does It Cost to Run AI Infrastructure? The AI systems market is growing super-fast in the past few years. It’s expected that the market will soon reach $58 billion as more and more businesses and companies develop their own AI systems. But have you ever wondered about how much AI costs? The answer […]

Data Fabric: What It is, Why You Need It, and How It’s Transforming Data-Driven Business Decisions for Modern Companies Modern business is constantly evolving and expanding. As it does, employees often look for new ways to improve efficiencies and speed up workflows. Frequently, adopting new technologies spurs those efficiencies—technologies that automate and streamline processes that […]

8 Workflow Benefits of an AI/ML Infrastructure You Should Know About Technology is advancing at a rapid pace. If they want to remain competitive in any niche, businesses have to face tough decisions. Should you adopt the new tech or stay true to your legacy solutions? One of the most sensitive business aspects of technology […]

The Basics Of Adding AI Infrastructure To Your Company in 2021 Artificial Intelligence is the technology developed in the past, perfected today, and prospects for the future. It’s fair to assume that AI will be even more widespread in a couple of brief years than it already is, and it’s already an integral part of […]

Everything You Need To Know About Cloud Migration You can’t run a successful business these days without a website. The push for a fully digital age is almost complete, and without a website, it’s like your business doesn’t exist at all. However, as your site keeps growing and attracting new visitors, you might need to […]

Five Ways Apache Cassandra is Designed to Support Machine Learning Use Cases Organizations across verticals have figured out that the answer to most of the challenges they face lies in analyzing data, using it in forecasts, and leveraging it to make the decision-making process efficient. There’s only one thing that can help organizations use data […]

Episode II on AI in Automotive: Operationalizing ML in Autonomous Vehicles In the previous installation of this series, The World of Autonomous Vehicles, we surveyed the levels of autonomy, the sensors driving autonomous vehicle applications, and the current market. In this iteration, we will dive deeper into the machine learning algorithms used to deploy autonomous […]

What is ETL: Benefits, Challenges & Recent Advances Gathering business intelligence necessary for growth requires a lot of time, effort, and the right data analytics tools. However, many data reporting tools don’t have enough capacity to store all the data from various analyses. You often end up with incomplete or inaccurate data, which can disrupt […]

An Introduction to Compute at the Edge  Edge Computing refers to computation-intensive tasks executed at and near data sources and end users with two primary motivating factors. Massive data generated by IoT devices and smartphones should be processed near the source when feasible to avoid wasted bandwidth sending it to the Cloud. Many applications, including […]

Apache Pulsar & Apache Cassandra: Designed to Enable Machine Learning Machine learning algorithms’ effectiveness depends on the amount of data you manage to feed to them. Ensuring uninterruptible data streams is a priority here. However, when working in cloud-based environments streaming and processing data from multiple sources is heavy on resources and processing power. Given […]

Why ML Ops Is Increasingly Relevant in Today’s Enterprise Environment Machine learning is one of the most exciting new technologies that could change the world. We’re already seeing machine learning and artificial intelligence being deployed all around us, from automatic ATMs to customer service. Be that as it may, there’s no question that it’s integral […]

Episode I on AI in Automotive: The World of Autonomous Vehicles What is an Autonomous Vehicle? Autonomous vehicles (AV) are otherwise known as self-driving cars. With an assortment of sensors and a powerful computer, the vehicle is able to interpret its environment and safely navigate itself around traffic without human intervention. A completely autonomous vehicle […]

Why the Financial Sector is Increasingly Choosing Apache Pulsar Apache Pulsar resolves many technical obstacles of Kafka, which pose operational obstacles in particular to banks and other financial services enterprises. Following suit, global banks are now transforming their messaging and event streaming solutions with Pulsar. Banks require flawless performance and accuracy in their transaction data […]

What is an Enterprise Service Bus? The enterprise service bus is a part of the B2B integration space. It’s been around for about 20 years and has become a part of the landscape as soon as it reached the market. However, it’s still unknown for many business owners. Most of them don’t know how it […]

Pulsar and Spark: The Future of Distributed Computing & AI Artificial intelligence (AI) and machine learning (ML) offer many benefits to businesses across verticals. They can automate repetitive processes, enable people in key positions to make smart and data-driven decisions, and minimize operational costs. However, many of the available technologies come with several limitations and […]

Federated Learning for IoT   Artificial intelligence and machine learning, the titan technologies of the 21st century, have been around long before today. The first AI and ML solutions were developed far back in the 1950s, but they were nowhere near as sophisticated as today. These symbiotic technologies are on a trajectory of continual development, improvement, […]

The Bayesian Belief Network in Machine Learning Machine learning, artificial intelligence, big data – these up-and-coming technologies are practically buzzwords at this point. They show more promise to change the world as we know it than most of the things we’ve seen in the past, with the only difference being that these technologies are already […]

The Difference Between Adaptive ML and Traditional ML Machine learning is with us for quite a while now. Even though some people think it’s a relatively new concept, that’s not true. Beginning way back in the 50s, researchers and technicians struggled with ML for almost 40 years when they came to significant breakthroughs during the […]

How to Use Machine Learning in Healthcare Healthcare is one of the biggest industries in the world. The average life expectancy has increased dramatically in the past century, and that’s in no small part due to the technological advancements that enable it. While the technology has substantially advanced since the olden days, new solutions such […]

How To Use Machine Learning in Finance To say that finance is a precise, tricky, and complicated industry would be a massive understatement. That’s why industries such as finance excel when it comes to precision, and machine learning takes out the possibility of human error, which accounts for a lot of mistakes when it comes […]

How and Why Machine Learning is Used in Industries There’s no doubt that machine learning is one of the most interesting, captivating, and life-changing technologies on the horizon. Aside from making smart, witty, and funny chatbots, ML and AI are reshaping the world around us in ways that we don’t even notice. A substantial amount […]

A Concise Introduction to Machine Learning When machine learning started gaining traction, many were afraid that AI robots would take their jobs. Others started voicing concerns about the dangers of autonomous weapons and AI becoming the dominant form of intelligence. We have many sci-fi movies to thank for such concerns, but science fiction has indeed […]

A Brief History of Machine Learning When Was Machine Learning Invented? It seems like machine learning is everywhere these days. Businesses increasingly rely on tools that use ML algorithms to provide them with accurate data for improving and growing their organization. Many services we use daily, such as social media and Netflix, use ML to […]

Is Data Mining Part of Machine Learning? Machine learning and data mining – these two are buzzing terms in 2020. Because we’re all stuck at home, many people have been researching the latest and greatest that the world of technology has to bring to the table, and these two terms pop up with almost every […]

What Is Log Loss in Machine Learning? Machine learning is exciting, as it not only enables artificial intelligence but shows promise to reshape the world around us. Since the digital landscape is slowly getting integrated more and more into our everyday lives – machine learning solutions continually sophisticate it, changing the way we interact with […]

How to Prepare Data for Machine Learning? Machine learning has already changed the world around us, and it doesn’t seem to be slowing down anytime soon. Through the introduction of artificial intelligence, many processes that used to take up a lot of time have been streamlined to near perfection and now take no time. While […]

Top Benefits of Machine Learning for Big Data We can witness numerous technological advances in today’s age, such as artificial intelligence (AI) and machine learning (ML). Even though ML started years ago, it was something other than what it represents today. Today, machine learning is a branch of AI, and it’s a way of analyzing […]

How to Get Started With Machine Learning? If we look at the current state of things in the world of technology, we can see the popularity of machine learning is rapidly increasing almost every day.  It has become one of the most popular career choices and according to some studies, being a machine learning engineer […]

What’s the Difference Between AI and Machine Learning? AI and ML are very popular terms used today. These technologies have entered many different industries, and they’ve become buzzwords that make something special. But in reality, most markets that advertise these technologies don’t know what they are or what they represent.  To make things even worse, […]

What You Need to Know About Machine Learning and Artificial Intelligence Artificial intelligence and machine learning were distinct in the past when these technologies were still developing. However, ever since they found their application in various technologies and industries, the line between them kept getting thinner.  Once the marketers started doing their thing, the terms […]

What is the Relationship Between Machine Learning and Artificial Intelligence? The computer industry has brought many new things. It created a lot of different technologies that changed our world. The current hype in the industry is on machine learning, artificial intelligence, and data science. Even though all of these things might be separate branches on […]

What Is Machine Learning Used for? The entire word echoes with words such as artificial intelligence, natural language processing, and machine learning. Out of many modern innovations the world has seen over the past few years – machine learning is so prominent simply because of so many different applications it can be used for. ML […]

How Does Machine Learning Work? Machine learning has been around for quite some time now. Thanks to its powerful algorithms, machine learning can use complex and advanced computational power and apply it to big data applications more effectively and rapidly to achieve development. Businesses that can do these things have a far greater chance of […]

What is Machine Learning? Here’s Everything You Need to Know When the world’s population was first introduced to the concept of AI, most people were afraid that the robots would replace them and take their jobs.  However, AI and machine learning and development can be used for many different purposes. These technologies are an abundant […]

Who’s Really Doing AI? There is no shortage of excitement around artificial intelligence. Lists upon lists tell of “promising” examples, just around the corner, coming soon. But even claims of active AI implementations are often half-measures: AI up to a point, when humans step in and take the final actions. Consider that you may be […]

How Do You Know You Are Ready For AI? There is no doubt that Artificial Intelligence (AI) is transformative for businesses, but it’s not just for the tech giants. AI plays a different role in different industries, from market insights, to process automation, to user experience. As the amount of data collected increases, the demand […]

Operationalizing AI As artificial intelligence and machine learning become universal in our society, more and more companies have started to invest in these technologies to support their business decisions, reduce costs, and drive production efficiency. As novel as it may sound, AI and machine learning are not magic. A 2019 article published by Pactera and […]

Apache Kafka or Apache Pulsar | Which Is Better and Why? When it comes to operational data monitoring, two names will likely pop into your head – either Apache Kafka or Pulsar. Both of these Apache web server-based event streaming platforms are widely praised for being the best event streaming, message queuing, and distributed software […]

Full Comparison: Apache Pulsar vs. Azure Event Hub Go Head-to-Head When we talk about data, we rarely perceive it as a resource; we perceive it as information. Still, because business data has imposed itself as an essential issue for every modern business, we are now forced to recognize its value as a business resource, the […]

Pulsar vs. RabbitMQ: Which Messaging Bus Should You Pick? Modern companies need to process more data than ever. At the same time, they need to do it as quickly as possible. That’s why the whole industry is switching to real-time data processing and leaving traditional databases with processing architectures.  Simply put, new demands require new […]

The Future of Distributed Messaging and Streaming: 8 Platforms You Should Know About As you already know, many businesses went online to facilitate their growth and expansion. However, all that growth in the online sphere led to copious amounts of data being generated.  To make smarter business decisions, provide unparalleled user experience, and use data […]

The Benefits of Pub/Sub Messaging for AI and ML Apps When new technology becomes available to the broader public, there is always a race to tap into the hype and profit from it. The novelty aspect of it all adds to its prestige and popularity, making it far easier to market.  App developers are always […]

Queuing For AI and its Commercial Potential   Machine learning has completely changed within the last couple of years, and its implementation in Artificial Intelligence has given the whole field a second renaissance. No longer is AI reliant on programming and human input alone, as newer versions of particular AI bots can scan vast databases and […]

Importance of Event Streaming to Real-Time AI & ML Models The most important outcomes today in the evolution of artificial intelligence and machine learning arise not from a single technological breakthrough, but instead from an ingenious synthesis of technologies and methodologies. Specifically, real-time data streamed from IoT devices to ML algorithms which continually update live […]

The Importance of Distributed Messaging for Machine Learning Modeling With the ever increasing velocity of big data and the perpetual refinement of machine learning (ML) solutions, more companies are opting to integrate ML to inform their business decisions. However, as per a recent Alegion research survey, roughly 96% of machine learning initiatives fail. Why is […]

Apache Pulsar’s Role in the Future of AI and ML The future of AI and ML is of great interest to many different people across verticals. Everyone, ranging from business leaders and engineers to dev-ops and data architects, is interested in technologies that can enable AI and ML. AI and ML offer way too many […]

How to Fix Apache Kafka Error, “NoBrokersAvailable” Apache Kafka is an open-source framework implementation of a software bus that operates through a process known as stream processing. In layman’s terms, it’s one of the more common frameworks in the software world. Now, just like with any other piece of framework, it isn’t without its errors, […]