After reading the paper, Managing Networks in the Age of Cloud, SDN, and Big Data: Network Management Megatrends 2014, discuss at least two network management concepts you learned from the paper.

"Protection of patient data has become a critical part of the scope of practice of all healthcare professionals. Routine data breaches underscore the importance of training clinical employees in protecting these data. However, beyond exposure to HIPAA regulations, little is done to educate the healthcare student about the risks and vulnerabilities of the online environment as it pertains to health data" (Swede, Scovetta, & Eugene-Colin, 2018). Search the peer-reviewed literature for examples of this. You may select any topic relating to technology that illustrates the potential for really messing things up. Include, in your description, an analysis of what might have caused the problems and potential solutions to them. Be sure to provide supporting evidence, with citations from the literature. As with the first discussion topic, it is not enough for you to simply create a own posting. You must read the postings of the other members of the class and comment on each of them. Please see Discussion Forum of the class syllabus for additional details on content. The primary goal for the discussion forum assignment is to simulate the free sharing of ideas among peers that is typically experienced in graduate courses delivered in the more traditional, face-to-face environment. Evaluating a student's performance on the assignment is not, therefore, very concrete. There are a number of factors that impact the quality of a student's participation. The content of the contributions is, of course, one rather obvious factor, but the context in which the contributions have been made is equally important. In evaluating performance on this assignment, the following factors will be considered: Add value to the content of the discussion by posting well-written, on-topic contributions.Share resources with others by providing support for you contributions in the form of citations from the literature. Swede, M., Scovetta, V., & Eugene-Colin, M. (2018). Protecting patient data is the new scope of practice: A recommended cybersecurity curricula for healthcare students to prepare them for this challenge. Journal of Applied Health.

In Module Five, you learned about Q-learning and its variants. This  module introduces you to advanced reinforcement learning concepts such  as actor-critic methods. Using the cartpole problem you solved in Module  Five, you will explore how the same problem could be solved using  policy-based approaches and actor-critic methods. Then you will write a  short paper discussing your findings. This will help you gain a deeper  understanding of advanced reinforcement learning concepts and how they  can be applied to computing problems. Prompt In the Module Five assignment, you experimented with the cartpole  problem using a Deep Q-Network (DQN), which is a value-based approach.  There is also a policy-based approach that works better for continuous  environments. Read through one such approach here: Deriving Policy Gradients and Implementing REINFORCE.  Actor-critic models represent another variation of reinforcement  learning by taking the best of both value- and policy-based approaches.  One such approach, A2C, is described here: Understanding Actor Critic Methods and A2C. Be sure to pay special attention to the code included in both of these readings. Note: As with some of your previous readings, there are some  complicated math equations referenced in these articles. Understanding  the details of the equations is not essential. Instead, pay special  attention to the included code. Although not required for the purposes  of this assignment, you are encouraged to try out the code for these  solutions in a Jupyter Notebook in your Virtual Lab (Apporto). After reviewing the articles, you must write a short paper explaining your findings. You must include references and in-text citations using APA format. Specifically, in your paper you must address each of the following: Explain how the cartpole problem can be solved using the REINFORCE algorithm. Consider using pseudocode, UML, diagrams, or flowcharts to help illustrate your solution. Explain how the cartpole problem can be solved using the A2C algorithm. Consider using pseudocode, UML, diagrams, or flowcharts to help illustrate your solution. Explain how policy gradient approaches differ from value-based approaches, such as Q-learning. Explain how actor-critic approaches differ from value- and policy-based approaches.