Why choosing ict strand?5 answersChoosing ICT strand can be beneficial due to its potential in various sectors. ICT plays a crucial role in healthcare, aiding in self-care promotion for patients with chronic diseases. Additionally, ICT can be utilized for early detection and monitoring of depression, especially in senior citizens, through wearable technology. Moreover, the implementation of ICT in government systems can enhance transparency, increase economic growth, and combat corruption by involving citizens in monitoring activities. Furthermore, advancements in ICT have led to the development of tools like e-government, big data analysis, and blockchain technology, which have shown to positively impact economic growth in both developing and developed countries. Therefore, choosing ICT strand can lead to improved healthcare, efficient government systems, and overall societal progress.
RRL About cabling?5 answersRamp Rate Limitations (RRL) in superconducting magnets can be attributed to current imbalances among cabled strands, affecting the quench current. Generic cabling systems are versatile for connecting various equipment within or between buildings, offering flexibility and scalability as demands change. The China Fusion Engineering Test Reactor (CFETR) project faced challenges in developing the manufacturing technique for the Central Solenoid Model Coil (CSMC) due to the short twist pitch cable pattern, requiring a higher compaction ratio during cabling. Special cabling machines have been designed for projects like the Superconducting Super Collider (SCC) to produce extensive lengths of flat cable efficiently, showcasing innovative mechanical concepts for high-speed production. These insights highlight the importance of cable design, manufacturing techniques, and system scalability in addressing RRL issues and ensuring efficient operations in superconducting applications.
Find the RRL and results of industry relevance of ICT Graduate ?5 answersThe industry relevance of ICT graduates is a crucial aspect highlighted in the research literature. Studies emphasize the importance of aligning ICT curriculum with workplace requirements to enhance graduates' employability. Research findings indicate that there is a high demand for ICT professionals globally, with a need for a more holistic approach in educating future ICT professionals. Graduates in the ICT field express a strong desire for more industry-related learning, emphasizing the importance of practical applications and real-world activities in their education. Furthermore, it is noted that while ICT graduates possess strong technical abilities, they often lack professional skills such as effective communication and collaboration, hindering their productivity in the workplace. Employers expect ICT graduates to have effective teamwork, communication skills, and adaptive attitudes, showcasing the importance of developing both technical and generic skills for industry readiness.
Why students choose ict strand?5 answersStudents choose ICT strands for various reasons. Research indicates that factors influencing this choice include perceived usefulness, public influence, cost-effectiveness, and ease of use. Additionally, owning a personal computer at a young age significantly impacts students' curriculum choices, while financial situations and work experience may lead students to work while studying ICT. During the COVID-19 pandemic, the importance of ICT in education became even more evident, with students utilizing tools like WhatsApp, Google Meet, and Google Classroom for learning. Furthermore, both teachers and students have a positive perception of ICT tools in higher education, as they enhance motivation, entertainment, self-learning, and collaborative learning culture. These combined factors contribute to students' decisions to choose ICT strands for their education.
How to RRl?5 answersRRL, or Resnet as representation for Reinforcement Learning, is a straightforward and effective approach to learning complex behaviors directly from proprioceptive inputs. It fuses features extracted from pre-trained Resnet into the standard reinforcement learning pipeline, delivering results comparable to learning directly from the state. RRL has been shown to be effective in learning behaviors directly from visual inputs, even in complex high dimensional domains. It brings together progress from the fields of Representation Learning, Imitation Learning, and Reinforcement Learning, making it a promising method for autonomous learning in uninstrumented environments.
What are the motivations and barriers to using RRL?5 answersMotivations for using RRL include the ability to learn complex behaviors directly from proprioceptive inputs, even in high dimensional domains, and the incorporation of expert knowledge for faster learning and better generalization compared to standard deep reinforcement learning. RRL can also effectively guide exploration during training and ensure safety in RL applications, resulting in increased sample efficiency. However, there are barriers to using RRL. One challenge is the high dimensionality and partial observability of proprioceptive inputs, which can make policy learning difficult. Another challenge is the lack of a standardized approach to establishing and managing RRTs, which can lead to delays in effective response measures during public health emergencies.