A Genetic Algorithm for Optimizing Neural Network Parameters using Python

“please follow instruction and make sure to update code ( required algorithm)as well”

you should answer the following questions in Research paper with all the details.

https://medium.com/analytics-vidhya/a-genetic-algorithm-for-optimizing-neural-network-parameters-d8187d5114ed

1) Follow the  site given above and update code giving on the site and  answer the following.
#1: What problems you are trying to solve?
#2: Why are they important?
#3: What modifications or new work you have done in the code?
    Make sure to provide new work code and details.
    Need at least one new fitness function
    Need at least three new crossover  (Make sure to have at least one crossover which is mask (two crossover combine))
o    Need at least three mutation

#4: Your results ( with old and new result)
    Comparison of result with old solutions
    Comparison between two different fitness functions with respective crossover and mutations.
a) The language/tools/environment you used
b) The performance results

2). You need to provide me  with updated code and  power point.

Recessions

The assignment requires us to extract info from fred data base on the 4 US recessions from 1990 to 2020. I already got the numbers and pasted them in the excel file attached. Also , I already did the recession graphs with the numbers from the fred database (Recessions are highlighted in gray in graphs). However , the draft attached is a previous order where the writer used numbers from other sources which is unacceptable. I am attaching the file for you to follow the structure only.
Ex.
History:
Consumption:
Federal Debt:
etc…

Summarize the graphs into a report and insert ALL the graphs if possible. Please design the word document and submit it as a professional and neat looking report .

Demographic and Service Are Structural Analyses

UT Southwestern Medical Center Pediatrics is the department

Using the U.S. Census Bureau’s latest Census information (click on United States Census Bureau (Links to an external site.) and find the section under “The American Community Survey”), gather county level data for the service population of your healthcare department. If you know that your department serves a multi-county area, include data from all of the areas that encompass the primary service area for your organization. The Census contains the following information:

Population (current and projected)
Race
Age
Gender
Household Size
Per capita income
Median family income
Occupational status
Educational level
The student is expected to NOT ONLY report the Census data, but look at patters over time, forecast the trajectory, infuse your understanding of micro- and macro-economics, finance, health policy, state and federal regulations, marketing, business and clinical operations, and so forth in such a way as to make the demographics make sense. In short, youre looking to explain the underlying drivers that contributed to the Census data results.

Use the link below to download a table that should be populated with the data and analysis for this assignment.

Census Data Analysis TablePreview the document

In addition, the student will complete a service area structural analysis using Michael Porters five forces framework. Remember, this analysis will be looking at external forces that are contributing to service area competition with your approved healthcare department and NOT the organization that the department is apart. The student will recreate the below table and populate it with relevant content following the example provided. There are numerous Internet sites that contain information on Porters five forces and should be helpful in determining the type of information which will be appropriate for inclusion in your analysis.

Use the link below to download a table that can be used for structural analysis using Michael Porters five forces framework.

Service Area Structural Analysis TablePreview the document

Formatting
The submission should reflect higher-level cognitive processing (analysis, synthesis, and evaluation), which is essential for someone being prepared to serve in an operational capacity within the healthcare and related industry. To earn the maximum number of points, the submission should reflect graduate-level execution with clear evidence of critical thinking, synthesis of relevant information from credible sources, and clear mastery of the concepts necessary to successfully execute each component of the assignment.

The submission should not exceed four (4) pages in length, excluding the title and reference list pages, and explicitly address all required components of this assignment. The document must be double-spaced, adhere to the APA writing style (7th ed.), and include at least three (3) references of credible or peer-reviewed sources to support any suppositions and recommendations. Finally, the document should be prepared as a Microsoft Word document and uploaded to Submit Assignment.

Social Determinants of Health: Race and Ethnicity

Paper should synthesize and critically evaluate all THREE readings that are attached. A critique explains why you agree or disagree with the main points and provides evidence for your position. Your paper must also consist of identifying questions that the readings provoke, critiquing problematic assumptions, and offering ideas for future research.