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Task 4: Safety Shield Training In this task, you will train a multi-class neural network classifier to predict risk levels for state action pairs. The dataset created in [Task 3] contains all necessary features and labels in a ready-to-use format.

COMP3411/COMP9814 Artificial IntelligenceAssignment 2: Safe Interactive Reinforcement LearningTerm 3, 2025Due: Friday, 14 November 2025, 5:00 PM AESTWorth: 21 marks + 4 marks tutorial participation (25% of final grade)1 IntroductionThis assignment explores the critical challenge of safe reinforcement learning with human safety interventions. As reinforcement learning agents are increasingly deployed in safety-critical applications, from autonomous vehicles to medical treatment recommendation systems, ensuring their safety during learning […]

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COMP3411/COMP9814 Artificial Intelligence Assignment 2: Safe Interactive Reinforcement Learning Term 3, 2025

COMP3411/COMP9814 Artificial IntelligenceAssignment 2: Safe Interactive Reinforcement LearningTerm 3, 2025Due: Friday, 14 November 2025, 5:00 PM AESTWorth: 21 marks + 4 marks tutorial participation (25% of final grade)1 IntroductionThis assignment explores the critical challenge of safe reinforcement learning with human safety interventions. As reinforcement learning agents are increasingly deployed in safety-critical applications, from autonomous vehicles to medical treatment recommendation systems, ensuring their safety during learning […]

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Assignment 2: Individual Presentation Title: “Analysing Strengths and Limitations of a Communication Style” Description: Each student is required to choose a communication style (e.g., assertive, passive, non-verbal

Assignment 2: Individual PresentationTitle: “Analysing Strengths and Limitations of a Communication Style”Description: Each student is required to choose a communication style (e.g., assertive, passive, non-verbal) and present an analysis of its strengths, weaknesses, and application in health and social care. They should highlight situations where this communication style is particularly effective orposes challenges and offer suggestions for improvement.Format: 10-minute individual presentation with 8-10 slides.Weighting: 40%.Learning […]

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Demonstrate foundational knowledge of core IT concepts and their practical applications within the health and social care sector, including a basic understanding of data storage and information security principles

Learning Outcomes tested(from module descriptorAssessment CriteriaEssayLO1: Demonstrate foundational knowledge of core IT concepts andtheir practical applications within the health and social care sector,including a basic understanding of data storage and informationsecurity principles relevant to healthcare settings.LO2: Apply basic IT skills including simulating use of IT tools todocument care plans, record patient information and facilitate clearand concise communication among healthcare professionals,while adhering to data protection and […]

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Information technology (IT) is no longer an optional extra in the health and social care sector, it is a fundamental component that shapes how services are delivered, how professionals communicate.

THION:ASSIGNMENT TASK 1Essay 100% WeightingInformation technology (IT) is no longer an optional extra in the health and social care sector, it is a fundamental component that shapes how services are delivered, how professionals communicate.and how crucial information is managed. This assignment asks you to critically evaluate the multifaceted impact of IT on the delivery of a specific health and social care service. By exploring both […]

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Networking Opportunities NURS-6003 Module 1: Discussion

Networking Opportunities NURS-6003 Module 1: Discussion Networking Opportunities In this module, you begin laying the foundation for your academic and professional success. Your efforts begin with a vision that includes your own definition of success. Your vision may vary from those of your colleagues, but this does not mean you have to take these first […]

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NURS-6521 Week 9 Assignment

NURS-6521 Week 9 Assignment Week 9 Assignment: Case Studies/Scenarios Case Studies Scenario 1 In the first case, there are multiple discrepancies in medications that need to be addressed for appropriate medication therapy to be accomplished. The medication for Lupron 3.75 mg incorrectly identifies the mode of administration by administering it subcutaneously, since Lupron Depot is […]

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Pharmacologic Management of Musculoskeletal and Related Disorders – NURS-6521 Week 7 Assignment: Case Studies

Pharmacologic Management of Musculoskeletal and Related Disorders – NURS-6521 Week 7 Assignment: Case Studies Pharmacologic Management of Musculoskeletal and Related Disorders Pharmacologic management of musculoskeletal and related disorders, such as arthritis, rheumatoid arthritis (RA), gout, and chronic pain, requires an understanding of pharmacokinetics, pharmacodynamics, and individual patient factors. Factors such as genetics, age, comorbidities, diet, […]

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NURS-6521 Week 4: Assignment Case Studies

NURS-6521 Week 4: Assignment Case Studies – Pharmacology concepts for the gastrointestinal and hepatobiliary systems. To Prepare: Review the case study posted in “Announcements” by your Instructor for this Assignment Review the information provided and answer questions posed in the case study When recommending a medication, write out a complete prescription for the medication Whenever […]

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Time Management Strategies for Online Nursing Students

Best Time Management Tips for Online Nursing Students Online nursing programs can be hard to manage. You juggle between lectures, labs, discussions, work, and family all at once. And without a plan, it’s easy to get off track. Good time management helps you stay focused, calm, and confident. It also aids you in finishing tasks quickly and helps you […] The post Time Management Strategies for Online Nursing Students […]

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