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Mitigating NLP Bias

NLP, natural language processing, is a subfield of linguistics, computer science, and AI that is concerned with interactions between computers and human language. NLP allows computers to process large amounts of natural language data. Specifically, NLP enables computers to process speech and text, interpret, and detect which parts of speech are more important than others by deciphering […]

Advances in Data Warehouses

Data warehouses have advanced in the past few years, adding multiple enhancements and new capabilities. A data warehouse stores business data from a variety of applications and databases. It acts as a single repository, which an organization can access with BI (business intelligence) and analytics tools, before making decisions. A data warehouse provides faster processing […]

AI in Health Care: Trends and Challenges in 2022

Around this time last year, the 2021 AI in Healthcare Survey was released. The results showed growth in natural language processing (NLP), clinicians becoming primary users of AI technology, and a preference for companies using their own data to validate models, among other findings. And while the results didn’t change significantly from last year, there […]

Small and Medium-Sized Businesses Need Self-Serve Advanced Analytics

If your small or medium-sized business (SMB) is looking for ways to improve forecasting, problem-solving, and market opportunities, it must embrace self-service advanced analytics that allow business users to leverage their role, their knowledge of their business function, and their collaborative initiatives to gather, analyze, and share information and improve business results.  According to Gartner, natural […]

Five Ways Decision Intelligence Helps Accelerate Data-Driven Decision-Making

With 2022 well underway, many businesses are deploying new data-driven strategies and models to promote growth, accelerate digital transformation, and increase operational efficiency. However, to maximize success, enterprise leaders must incorporate decision intelligence and data-driven insights into their decision-making processes.  Decision intelligence is an approach that can help ease the burden of data analysis and […]

Knowledge Graphs: Context, Compliance, and Connections

“Graph is leaving a larger and larger footprint. And that is good,” said Thomas Frisendal in Knowledge Graphs and Data Modeling. Gartner named knowledge graphs as part of an emerging trend toward digital ecosystems, showing relationships among enterprises, people, and things, and enabling seamless, dynamic connections across geographies and industries. Elisa Kendall and Deborah McGuinness, […]

The Fundamentals of Deep Reinforcement Learning

Reinforcement Learning (RL), a “niche” Machine Learning technique, has surfaced in the last five years. In context-based decision making, Reinforcement Learning helps the machine take action-provoking decision making through a trial-and-error approach to achieve the optimal algorithmic model for a situation. Furthermore, the machine is trained through a reward/penalty-based feedback mechanism, the goal of which […]