Artificial Intelligence and Deep Learning

1.Run the pretrained pix2pix DNN (DNN1)

2.Implement and briefly describe two fine tuning strategies, i.e., one should be adding one-two final layers to DNN1 and train on the xBD2seg-train set to finetune DNN2 to segment xBD2seg-test set.

3.Implement the Intersection-over-union (IoU) metric to quantify ability of the network at segmenting floods from satellite images of size.

4.Report IoU for 10 different splits train/test of xBD2Seg dataset.

5.According to literature, an IoU of 0.5-0.65 is the state of the art on segmentation tasks over high resolution satellite imagery. Can fine tuning of DNN2 achieve this performance?

6.Compare your fine tuned network to the results you obtain from training a model from scratch using 256×256 cropos over our 1024×1024 xBD2seg dataset.

Sample Solution

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Disccusion 2 Response

Please respond to each discussion post (a total of 2 responses). Each response should include additional information in response to the discussion post. Please note, you are responding directly to the person by name such as Hi James, or Hi Jane, etc.
Instructions:
Length: at least 135 words each response, not including references
Citations: At least one high-level scholarly reference in APA per post from within the last 5 years
The entire paper should not be in APAP format but the in-text citation and reference should be in APA format.

World Cultures help

Due Week 4 and worth 100 points

Choose one (1) of the three (3) reading selections from the list of topic choices below. The focus is on brief but important primary source material written by major authors. Read the selections  as identified with each topic below. Write a three to four (3-4) paragraph essay (250 words minimum) which analyzes the “surprise ending” of the reading selection. 

Topic Choices

  • Reading selection from Descartes’ Discourse on the Method (Part IV). Descartes begins with a  proof of one basic conclusion and ends with a proof of something much grander. Remember to focus on the surprise and point of realization, not the details of the philosophical argument. Read Part IV of the Discourse on the Method located at http://www.earlymoderntexts.com/authors/descartes.html. This is only four or five (4 or 5) pages of the larger work.
     
  • Reading selection of Swift’s A Modest Proposal. It is essential to recognize the genre of this work, as discussed in our class text, which you should consult and cite. Swift promotes a radical solution, but subtle options are mentioned. You are looking for surprise and a point of realization. Read and focus on A Modest Proposal located at http://www.victorianweb.org/previctorian/swift/modest.html
  • Two (2) reading selections from Voltaire’s Candide. Consider how these readings start and end in terms of the action and the beliefs. You are looking for surprise and a point of realization. These selections can be found on pp. 834-835 in the textbook. In addition, consult the class text at pp. 815-817.

For the reading selection you choose:

  1. Clearly state in your own words the “surprise ending” in the reading you selected. Clearly identify the point in the reading when you realized that there were elements in the reading that surprised you. Not all of the surprises come at the end.
  2. Evaluate how successful the author was in convincing you to accept the validity of the “surprise ending” that was different from what you expected. 

Your assignment must follow these formatting requirements:

  • Be typed, double spaced, using Times New Roman font (size 12), with one-inch margins on all sides; citations and references must follow APA Style format. Check with your professor for any additional instructions. (Note: Students can find APA style materials located in the course shell for reference)
  • Include a cover page containing the tile of the assignment, the student’s name, the professor’s name, the course title, and the date. The cover page and the reference page are not included in the required assignment page length.
  • Use the source(s) identified above for the topic you choose, focusing on the main primary source of that author. You may use additional sources also if they are of good academic quality for college papers (Wikipedia and similar websites do not qualify). Use proper APA style in-text citing and also a matching APA style References list at the end.  

The specific course learning outcomes associated with this assignment are:

  • Explain how key social, cultural, and artistic contributions contribute to historical changes.
  • Explain the importance of situating a society’s cultural and artistic expressions within a historical context. 
  • Examine the influences of intellectual, religious, political, and socio-economic forces on social, cultural, and artistic expressions. 
  • Identify major historical developments in world cultures from the Renaissance to the contemporary period. 
  • Use technology and information resources to research issues in the study of world cultures.
  • Write clearly and concisely about world cultures using proper writing mechanics.

World Cultures help was first posted on August 9, 2020 at 5:45 pm.
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are all men created equal

3 resources each body paragraph, 1 example from the book (the kite runner, the chrysanthemums, gettysburg adress, harrison bergeron, nights (p.81-86)).
Thesis statement is : All men are not created equal because all people do not have the same learning opportunities, people born into different social classes, and people born into different wealth classes.