A thorough understanding of concepts in responsible AI—such as bias, drift, and data constraints—can help us use AI more ethically and with greater accountability. This article explores how we can use AI tools responsibly and understand the implications of unfair or inaccurate outputs. Recognizing Harms and Biases Engaging with AI responsibly requires knowledge of its inherent biases. Data biases occur when systemic errors or prejudices lead to unfair or inaccurate information, resulting in biased outputs. These biases can cause various types of harm to people and society, including: Allocative Harm This occurs when an AI system’s use or behavior withholds opportunities, resources, or information in domains that affect a person’s well-being. Example: If a job recruitment AI tool screens out candidates from certain zip codes due to historical crime data, qualified applicants from those areas might be unfairly denied job opportunities. Quality-of-Service Harm This happens when AI tool...

We believe that vulnerability, resistance, and 'resilience' are all shaped with the help of diligence, proactive ability to put the right blend of resources available. What if we have the technology know how and the resources to make this happen in the real time as well. Then, the question arise who has the onus in a cloud context - technology companies or the cloud providers or the cloud community or may be all to some extent. Let's find out how technology and new era concepts are evolving - creating cloud technology environment, cloud community's gift through open source platforms, and the ability of the technology companies to make an effective blend of technology that can really make a difference in our lives. Creating the right cloud delivery strategy is critical to reducing our organization’s risks and building its future. Most of the IT organizations want to start small, to build a pilot or proof of concept for the cloud, and expand from there. No harm i...

What is Fault Tolerance in a virtual world? Sometimes I wonder, what does this ‘fault tolerance’ or a ‘zero-downtime’ means to people at large? How does it make a difference in our lives? Do we really need to know all the technology jargon?  How things function? Probably not. Folks! We don’t need to know all of it. But, we can definitely cherish the benefits coming over to us with the magic words ‘Abracadabra’, what this technology is providing us with ‘a glitch free’ access to our everyday applications that we use. Whether, it is a ‘Facebook’ or a ‘Twitter’ application we are working on or trying to access our email messages, or a mobile applications running on a server hosted far off in a data center or a banking application across the globe. It doesn’t matter, even, if we are digging deep into ‘Big Data’ – performing data mining task or using analytics for businesses, social media marketing, political campaigns, philanthropic activities, astronomical data crunching explori...

Cloud Security ensures encryption and key management software that helps organizations lock down virtual machines and their data so they remain secure throughout their life-cycle in the private, public or hybrid cloud. Broadly speaking, it does. But, there is more to it. We need to see a holistic picture of the cloud pointing to the security check points. There are numerous of end points to be considered to get a feeler that how exhaustive this intangible monster could be? Let’s look at the various aspects of the cloud that we must discuss and take a deep dive to get a thorough understanding to build a security, we can    trust! Let’s step back a little before we take a long jump. The advent of Internet, as we know, it started as a public sector project that quickly transformed, into what it is today - a large, interconnected network that never turns off and connects an unimaginable number of different devices in the public and private sectors. Moreover it...