Click to learn more about author Paolo Tamagnini. Welcome to the fifth episode of our Guided Labeling Blog Series.In the last four episodes, we introduced Active Learning and a practical example with body mass index data, which shows how to perform active learning sampling via the technique “exploration vs exploitation”. This technique employs label density and model uncertainty […]
Automation and AI: Challenges and Opportunities
Businesses across the globe are fascinated with the idea of AI and automation because this advanced technology promises operational efficiency, enhanced processes, and substantial cost savings. However, AI and its allied technologies have also created uncertainties, confusion, and doubts about the human capability for adopting, deploying, and executing these magical systems in actual business situations […]
What Is Data Discovery?
Data discovery describes processes in understanding data sets on hand for data integration and/or data analysis. This step occurs in design and should combine technical search from tools with subject matter expertise, from people. During data discovery, a high-level view is taken in assessing data preparation, or data quality needs. Data discovery can be broken […]
Deep Learning Updates: Machine Learning, Deep Reinforcement Learning, and Limitations
In recent years, some astonishing technological breakthroughs in the field artificial intelligence (AI) and its sub-field deep learning have begun to train machines to behave like humans. As machines are increasingly emulating complex cognitive functions such as deductive reasoning, inferences, and informed decision-making, robots functioning as humans are a reality in many industry practices today. […]
Data Architecture and Artificial Intelligence: How Do They Work Together?
Artificial intelligence (AI) is rapidly gaining ground as core business competency. Today’s machine learning (ML) or deep learning (DL) algorithms promise to revolutionize business models and processes, restructure workforces, and transform data infrastructures to enhance process efficiency and improve decision-making throughout the enterprise. Gone are the days of data silos and manual algorithms. However, widespread […]
Five Key Features for a Machine Learning Platform
Click to learn more about co- author Ion Stoica. Click to learn more about co- author Ben Lorica. Machine learning platform designers need to meet current challenges and plan for future workloads. As machine learning gains a foothold in more and more companies, teams are struggling with the intricacies of managing the machine learning lifecycle. […]
Is Digital Transformation Too Disruptive to Your Organization?
Click to learn more about author Kyle McNabb. The COVID-19 pandemic forced many companies to evaluate their use of technology and rapidly transform to meet the demands of a new remote work environment, exposing a gap between companies that had invested in digital transformation and those that had not. At the end of 2019, Accenture […]
Why Reputation Is Hindering AI and Automation Adoption
Click to learn more about author Tom Allen. The increasing penetration of technological advancements and artificial intelligence (AI) are being adopted by organizations with diverse services and operations to leverage on the utility of the same. The rapid and inevitable metamorphosis to adopt automation is springing amidst the pandemic. However, opinions are differently carved addressing […]
Demystifying the New Normal with Data and Analytics
Click to learn more about author Devansh Sharma. Analytics has been a key enabler for businesses in the past few years. We have seen the entire world shift from process-driven to data-driven decision-making. And now that we are standing at the brink of a new normal amidst these unprecedented times, the usage of data and […]
Going Beyond Data-Driven: The Three Pillars of Data Analytics
Click to learn more about author Eva Murray. The push for digital transformation is nothing new. Yet the accelerated adoption of digital transformation inspired by the coronavirus pandemic is unlike anything we have ever seen before. Companies have been forced to quickly ramp up their digital strategies in order to survive in our new world […]