Introduction The task is to implement a simple neural network that achieves an adequate performance on a real data set for predicting a real valued parameter. The dataset consists of chemical properties (representation) of superconductors, and the parameter value to be predicted is their critical temperature in Kelvins (?K). Further information on the dataset is available at: http://archive.ics.uci.edu/ml/datasets/Superconductivty+Data The task is utilize the training dataset consisting of the properties of superconductors and their critical temperatures in order to learn a regression model. Then this model should be applied on the test dataset to predict the critical temperature of the superconductors in that dataset.
Assignment Implement a simple neural network and the backpropagation algorithm in Java or Python! Use the trained model to predict the critical temperature for each test sample. 2.1. Java The code must contain a Main class, and within this, a main() function. It will receive all inputs on the standard input, and should output the solution to the standard output. Upload the zipped source code files of your application to the BME MIT HomeWork portal. (https://hf.mit.bme.hu). 2.2. Python The code must be a single python file, that will be run and receives all inputs onto the standard input, and it should write the solution to the standard output. Upload the zipped single python file to the BME MIT Homework portal. Use Python3.x, and only standard libraries are available (e.g. no numpy!) (https://hf.mit.bme.hu). 2.3. Input The program receives all inputs via the standard input. The input consists of the representation of training samples, the corresponding critical temperatures, and also VIMIAC10 2019 3rd Major homework the representation of test samples. The character ’ ’ is used as a line separator. The input is structured according to the following:
The first 17011 lines each contain a representation of a chemical compound, that is 81 parameters as real numbers separated by the ’ ’ character. These are the training samples.
These are followed by 17011 temperature values, i.e. the target value to be learned (i.e. a single temperature value in each row).
Lastly, 4252 test samples (chemical compound representations) for which the critical temperature has to be predicted. These are the test samples. The solution should implement the backpropagation algorithm. The scaling/normalization of data is recommended before learning. Note that the available CPU time for the code is approximately 120 CPU secs. 2.4. Output The output contains the predictions for the test samples, i.e. a predicted temperature for each sample. The output should be formatted such that each row contains only one prediction, the order corresponds to the order of test samples. Rows should be separated by the character, the output should be written to standard output.
Evaluation The evaluation is based on RMSE (root mean squared error): , where ???? is the real value, and is the predicted value. A solution reaching a RMSE lower than 17.0 gets 12 points, however a solution above 23.0 gets 0 points. Between these two endpoints the evaluation is linear (the score is rounded to the nearest integer)
The organizational structure, via at least two networks, influence the moves of organizations. First, a shape can affect overall performance metrics inside the organization, such as profitability or velocity in imposing innovations that enhance productivity. These performance traits, in turn, have an effect on movements either because they conflict with administration strategies and estimates or because aggressive choice forces behave in another way on businesses based totally on their performance. Second, the company’s structure may provide advice on the humans or purposeful units that the organization includes. (DeCanio,2020).
The organization will go underneath specific changes that It’s fundamental for the wants of the organization.
in reason to enhance the effectiveness of work and the business enterprise results growing groups to expand the productivity and fine of work and enhance professional work, sharing knowledge, capabilities , additionally to expanded commitment. In the benefits of discovering new possibilities to the corporation Implementing Authorization, it grew to be particularly important to be in this business enterprise to achieves many dreams in less time.
Furthermore, more essential points will be listed down in this memo.
Teams and Delegating tasks
Delegating the tasks and improve teamwork are very wished in this organization.
As delegating tasks will help in :
– Achieves the organization’s higher return with little expense.
– Saves time at all ranges of management.
– Speed in the overall performance of administrative work
– Flexibility in management, adoption of a variety of circumstances.
– Preparing future leaders to inspire workers to critically reason.
– Enables employee-building opportunities and alternate leadership and organizational management skills. (Al-Jammal, H. R., 2015).
When crew individuals count number on one every other to attain The work completed, crew morale and effectiveness have a tendency to be high. The participants depend on one another. Also, make bigger confide in one another. Together, Participants operate higher than individuals. When team individuals execute Better as a crew than alone, collective performance is more significant than man or woman performance. (Olden, P. 2019)
Teams and processes of teamwork are pretty important, for some motives :
– Enable the employees to share competencies, knowledge.
– Improve issues solving and decision making.
– Expand the thoughts and making plans.
– Growing of work and try new rules. (Olden, P. 2019)
A NEW STRUCTURE OF ORGANIZATION
In order to gain the best output and to reap basic organization goals, agency structure should be change. The organizational structure describes formal members of the family and organizational reporting and indicates the number of degrees in the hierarchy, and determines the diploma of managers’ power. The organizational structure describes the role of persons in a unit as operating in a crew and separates the units in the organization. (Ahmady, G, 2016)
A divisional shape of separate functional constructions that file to a central core is a multidivisional structure. The management of everyday operations is responsible for each purposeful structure. The central group of workers is responsible for monitoring and keeping the relationship between agencies and the community and policy. Divisional structure, which will help in quicker choice making , and limit the centralization, Also to reveal the surroundings and expand the customer satisfaction. In this shape, we will have an exceptional vice president to each department connected to the president immediately. The reporting relationship will be vertically in this structure. (Ahmady, G, 2016)
Vice Presidents serve as the team coaches and trainers for the Directors assigned to their areas. The Vice-Presidents should act as group coaches, get to know contributors of their team, and comprehend Why they want to be engaged, and pay attention to their suggestions. Vice Presidents ought go-to songs and evaluation their programming on an ongoing basis, and make adjustments as appropriate. It collaborates with other companions Executive Team (Chairman, different vice-chairmen, And the Chairman of the Board) to make sure that it is sufficient. There are sources available, such as workers, funds, and time, to execute scheduled tasks and accomplish predetermined objectives. The Vice Presidents are at the cost of the administration of the workflows in their respective regions. As the layout is completed, the roles of the assignment should be break up among the Managers. Vice Presidents must continue to be in close contact with every other, Assisting the administrators with their recruitment, And Chair coaching each time needed. (The book: Chapter officers,2017)
Vice-Presidents need to keep and beautify the Contact traces in the section with:
• External corporations / individuals.
• Other Vice Presidents
• Director. (The book: Chapter officers,2017)
Individual Development VP
Suggested location of accountability for opportunities: Life Improvement, Chapter Management (Training and Correspondence for officers and members), Member Services (orientation and triggering). (The book: Chapter officers,2017)
Community VP:
area of duties Community work, fundraising by means of the Community, Political participation, State and Junior National Chamber participation, Recruitment of membership. (The book: Chapter officers,2017)
Management VP:
area of duties Management (planning and assessment) Financial management, activities, and public Relationships. (The book: Chapter officers,2017)
Business VP:
Company Chances, Leadership Growth. (The book: Chapter officers,2017)
Marketing VP:
Sales administration of the direct sales channels, sales planning, manage human beings and align man or woman and team goals with corporate goals
Human recourses VP:
HR Ensuring the HR group meets key KPIs, normal HR operations, such as administrations, recruitments, personnel interviews, and evaluations.
Reporting and conversation will be in vertical lines as company new chart; hence, every VP will be reporting to the line above, every director will file to the VP, CEO will record to VP.
A new Organization chart will be bought to Explain the reporting relationships and chains of command within the group. Each division features notably autonomously. Top managers as VP Responsible for the organization’s well-being and results. They set desires or performance targets to guide all the activities that have to be carried out if the organization is to accomplish its purpose.
(Skripak, S. J. 2016).
DECENTRALIZATION
Decentralization capability dispersal of authority among the lower stages of the administrative system. (Marume, S. B,2016).
Decentralization mechanism can be reinforced by the reality that decentralization provides a countervailing strength to central decision-making, thereby creating a manipulate and stable situation that reduces the possibility of uninformed and impractical central-level policies. Performance advantages can also be provided by way of decentralization insurance policies to lower the probability of bottlenecks at the central level, accordingly growing the overall machine throughput power. Decentralization, as described above, can be related to enhancing output performance by way of improving each enter and throughput performance. (Saltman, R, 2006).
The organizational performance is more robust via putting off delays and helping quicker Operation. It decreases the workload of the headquarters and thereby permits the best levels to the center of attention on critical issues—problems such as the components of legislation, the analysis of the principal difficulties. Minimizing paperwork at both higher and lower levels relieves the point of contact fatigue in the company. Experiments in decision-making and execution utilizing multiple devices make it possible without involving the complete employer in an unproven direction of action. (Marume, S. B,2016).
In different hand, we are taking some risk in decentralization As some disadvantages :
– the hazard of sub-optimality as decentralized businesses concentrate on their very own consequences rather than the business enterprise as a whole.
– lack of geared-up steering impulses.
– inadequate diversity of practices and standards, especially in personnel management.
– decreased comparability and predictability at the device level. (Marume, S. B,2016).
References
– Skripak, S. J. (2016). Fundamentals of business. Virginia Tech.
– Saltman, R., Busse, R., & Figueras, J. (2016). Decentralization in health care: strategies and outcomes. McGraw-hill education (UK).
– Ahmady, G. A., Mehrpour, M., & Nikooravesh, A. (2016, September 12). Organizational Structure.ResearchGate.https://www.researchgate.net/publication/308736877_Organizational_Structure
– DeCanio, S. J., Dibble, C., & Amir-Atefi, K. (2020). The importance of organizational structure for the adoption of innovations. Management science, 46(10), 1285-1299.
– Al-Jammal, H. R., Al-Khasawneh, A. L., & Hamadat, M. H. (2015). The impact of the delegation of authority on employees’ performance at great Irbid municipality: case study. International Journal of Human Resource Studies, 5(3), 48-69.
– Olden, P. (2019). Management of Healthcare Organizations: An Introduction, Third Edition (Gateway to Healthcare Management) (None ed.). Health Administration Press
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