Arya College of Engineering & I.T. says Data breaches in cloud environments often stem from human error, misconfigurations, and exploited vulnerabilities rather than flaws in the cloud providers themselves. These incidents expose sensitive data like customer records or intellectual property, leading to financial losses and regulatory penalties. Common Causes Misconfigurations top the list, such as public storage buckets (e.g., AWS S3), open databases, or unrestricted outbound access that attackers scan for using automated tools. Excessive account permissions allow initial access to expand via lateral movement, escalating privileges for data exfiltration or deletion. Ineffective identity setups, like missing multi-factor authentication (MFA) or exposed access keys, enable stolen credentials to bypass defenses. Attack Vectors Weak APIs and insecure interfaces let attackers inject code or manipulate data without authentication. Phishing targets users for credentials, wh...
Arya College of Engineering & I.T. says AI is fundamentally reshaping engineering education by automating routine tasks, enabling personalized learning at scale, and preparing students for AI-integrated careers in fields like robotics, civil design, and sustainable systems. This shift moves curricula from theoretical drills to practical, human-AI collaboration, fostering critical thinking amid rapid technological evolution. Personalized and Adaptive Learning AI tutors, powered by large language models, assess student weaknesses in real-time—such as calculus gaps in mechanical engineering—and deliver customized modules with instant feedback. Platforms like adaptive learning systems boost retention by 40% in core subjects, adjusting difficulty dynamically for diverse learners, from beginners tackling thermodynamics to advanced groups simulating quantum materials. Virtual mentors simulate professor office hours 24/7, explaining concepts like finite element analysis through intera...