Building an AI machine/Deep learning application
- Part 1 –
- Following is the link of the Project and Dataset :
https://www.analyticsvidhya.com/blog/2016/06/quick-guide-build-recommendation-engine-python/
https://grouplens.org/datasets/movielens/100k/
- Run the code several times and show the intended output…you also need to EXPLAIN the output…
- You will also need to provide output for the following:
- Python file containing your code…
- Dimensions of the data…
- Sample of the data…
- Statistical summary of the data…
- Class distribution…
- One univariate and one multivariate diagram…
- Decision Tree…explain the best depth and why?...
- Results of training and new data, 80%-20% split…
- Accuracy report…what is it telling us?...
- Confusion matrix...what is it telling us?...
- Classification report…what is it telling us?...
- Results of training and new data, 50%-50% split…
- Accuracy report…what is it telling us?...
- Confusion matrix...what is it telling us?...
- Classification report…what is it telling us?...
- Part 2 – Updated Code…
- Now that you have a working base of code, let’s apply it to a “real world” scenario…
- Find an article or video that shows a potentially SIMILAR usage of the application you created in Part 1…
- Update the original application so that it “works” for the NEW application…
- In this “Movie Recommendation” project, you might find an article on “book recommendations” …you would then update the original program to handle the new scenario…
- YOU MUST UPDATE THE ORIGINAL CODE…do not provide entirely new code base.
- Run the code several times and show the intended output…you also need to EXPLAIN the output…
- You will also need to provide the same output for THIS application, as you did for the ORIGINAL application…specifically:
- Python file containing your code…
- Dimensions of the data…
- Sample of the data…
- Statistical summary of the data…
- Class distribution…
- One univariate and one multivariate diagram…
- Decision Tree…explain the best depth and why?...
- Results of training and new data, 80%-20% split…
- Accuracy report…what is it telling us?...
- Confusion matrix...what is it telling us?...
- Classification report…what is it telling us?...
- Results of training and new data, 50%-50% split…
- Accuracy report…what is it telling us?...
- Confusion matrix...what is it telling us?...
- Classification report…what is it telling us?...
6 years ago
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