As we look forward to 2025, technology – AI in particular – will continue to drive conversations as leaders seek ways to generate impact and build an intelligence-driven ecosystem of insights. Daily human conversations, whether spoken, written or recorded, represent an invaluable source of data insights for businesses. These interactions can highlight customer concerns, preferences, […]
Data Modeling in Machine Learning Pipelines: Best Practices Using SQL and NoSQL Databases
Data, undoubtedly, is one of the most significant components making up a machine learning (ML) workflow, and due to this, data management is one of the most important factors in sustaining ML pipelines. An appropriate data model allows the respective data to be accessible all day long, operate at peak efficiency, and be adjusted to […]
Ask a Data Ethicist: What Is the Appropriate Etiquette When Using AI Tools?
Most of us understand how to behave in different social situations and interact with others in ways that are deemed acceptable. Yet, when we bring AI tools into the mix, we create the capacity for friction because the social norms for using these tools are not yet clear. Which raises this question … What is […]
How Data Will Reshape Industries in 2025
Data has become a driving force behind change and innovation in 2025, fundamentally altering how businesses operate. Across sectors, organizations are using advancements in artificial intelligence (AI), machine learning (ML), and data-sharing technologies to improve decision-making, foster collaboration, and uncover new opportunities. In the upcoming year, the focus is on making data more accessible, protecting […]
The Role of Reinforcement Learning in Enhancing LLM Performance
Large language models (LLMs) are the backbone of modern natural language processing. They predict words, craft sentences, and mimic human language at scale. But underneath their polished outputs lies a limitation: They only replicate patterns seen in their given or training data. What happens when we want LLMs to go beyond this – when they […]
Rethinking Public Sector Data Centers for AI-Driven Digital Transformation
Artificial intelligence has become a cornerstone of public sector modernization, putting a higher importance on data centers, the energy they consume, and how to make them operate more efficiently. Generative AI models require immense computational power to operate. For example, an AI workload like a ChatGPT query can take more than 10 times the energy of […]
Agentic Models, Smaller LLMs, and Other AI Trends for 2025
Global AI spending will surpass $749 billion by 2028, IDC predicts. Furthermore, the research firm expects AI investments to outpace new spending for cloud and digital service providers by then. Simultaneously, executives are transitioning from the bright-eyed AI experimentation phase into a new era, in which they increasingly expect to see tangible evidence of AI’s return […]
2024 DATAVERSITY Top 20
As we approach the end of another year, we here at DATAVERSITY have been busy analyzing our data and answering the big questions: What was the most popular content on our website and training center over the past 12 months? Which data management topics did you – our readers and students – seek out again […]
Transforming Real-Time Analytics with AI-Powered Digital Twins
Data management professionals face growing challenges in handling the vast amounts of live data generated by live systems, such as transportation networks, power grids, and security infrastructures. IoT devices have proliferated widely and produce real-time data on an unprecedented scale, placing significant demands on traditional data processing methods. Legacy approaches – often reliant on batch […]
2025’s Game-Changers: The Future of Data Engineering Unveiled
As the digital world grows increasingly data-centric, businesses are compelled to innovate continuously to keep up with the vast amounts of information flowing through their systems. To remain competitive, organizations must embrace cutting-edge technologies and trends that optimize how data is engineered, processed, and utilized. From decentralized frameworks to AI-driven advancements, 2025 is poised to […]