Machine Learning Applications In Software Engineering

This book describes in detail a research project dedicated to liquid-particle flow using ultrasound techniques. The project consists of theoretical, experimental, data science, finite element modeling, mechanical design and project management components. The objective of the project was to develop the ultrasonic methodology for measurement and characterization of liquid flow containing solid particles, in online (real-time) measurement conditions. The project consists of primary and complementary studies. The primary studies comprise development of the ultrasonic methodology for the simultaneous measurement of the average particle concentration and flow speed parameters. The developed methodology is based on the ultrasonic attenuation spectroscopy and the sound speed measurement methods, supported by data science programs. The complementary studies include acoustic streaming, designing a small-scale rotational test cell with an annular flow channel, testing it for various applications

Engineering advances economic growth, enhances manufacturing capacity, enhances infrastructure resilience, improves healthcare, and strengthens national security. However, the impact of engineering research - and, by extension, engineering education - is often hidden from the public eye. Promoting comprehension of how engineering affects society is thus a crucial aspect of garnering and sustaining public backing of policies aimed at ensuring that technology continues to serve the greater good of humanity. One part of this effort is highlighting the pivotal role of federal support of engineering research. Such support furnishes researchers with the necessary resources to pursue ambitious projects, fostering exploration into fundamental questions, groundbreaking technology and engineered systems developments, and practical applications. Since its inception in 1950, the National Science Foundation (NSF)--an independent federal agency--has played a critical role in funding cutting-edge res

The definitive work on social and emotional learning (SEL) research and practice is now in an extensively revised second edition, featuring all-new and thoroughly updated chapters. The world’s leading SEL scholars describe state-of-the-art interventions that build students' competencies for managing emotions, showing empathy for others, forming supportive relationships, and making responsible decisions. The scientific underpinnings of SEL are explored and its impact on academic achievement and behavior is examined.The Handbook discusses ways to assess SEL and design effective, developmentally and culturally informed programs for students in preschool through secondary school settings and beyond. New to This Edition *Reflects a decade of significant advances in research, policy, and implementation. *New and expanded topics--equity, culturally responsive practice, multi-tiered systems of support, adult SEL, technology tools and applications, mental health, scaling up successful intervent

In the first edition of this critically acclaimed book, Andrew Hoffman defined the three pillars of application security: reconnaissance, offense, and defense. In this revised and updated second edition, he examines dozens of related topics, from the latest types of attacks and mitigations to threat modeling, the secure software development lifecycle (SSDL/SDLC), and more. Hoffman, senior staff security engineer at Ripple, also provides information regarding exploits and mitigations for several additional web application technologies such as GraphQL, cloud-based deployments, content delivery networks (CDN) and server-side rendering (SSR). Following the curriculum from the first book, this second edition is split into three distinct pillars comprising three separate skill sets: Pillar 1: Recon--Learn techniques for mapping and documenting web applications remotely, including procedures for working with web applications Pillar 2: Offense--Explore methods for attacking web applications us