Create a heat map of the correlation matrix

Assignment Help Basic Computer Science

Reference no: EM133408828

Assignment:

Read and understand the data carefully. What are the issues (e.g., missing values or noise) that you noticed in the dataset? Apply any cleaning method that you find fit and provide justification of your decisions. Your data cleaning should be comprehensive.

Task 1: Exploratory Data Analysis

1. Provide summary statistics for all variables. Find out the potential outliers, if any, for each variable.

2. "Create a" heat map of the correlation matrix that shows correlation coefficients among all the variables in the dataset. What are your observations?

3. Deduct some statistical results from the datasets (at least two results and discuss it in detail)

Task 2: Build Classification/Clustering/Regression model development

1. Perform the normality test for the data and graphically represent the results. Transform the data if not normally distributed.

2. Develop any two classification/clustering/Regression models based on your dataset type. Briefly describe the interpretation of each model.

3. Select one of the developed models and perform hyper-parameter tuning using best combination of model parameters. Compare the optimized model with the initial model and indicate whether the results are statistically significant?

Reference no: EM133408828

Questions Cloud

Discuss about deepfake voice spoofing and ase bots : What to write in conclusion for a research paper about deepfake voice spoofing and ASE bots?

Define the rsa algorithem : Define the RSA algorithem briefly. Write all the formula for the RSA algorithm for public key and private key.

Why signed numbers are important in computer : How can we convert any of the number system types to other? What are the complements in Math? Why signed numbers are important in Computer?

Write a functional program : You were asked to write a functional program. How will you write a program to find the factorial of a positive integer number x, using C programming?

Create a heat map of the correlation matrix : "Create a" heat map of the correlation matrix that shows correlation coefficients among all the variables in the dataset. What are your observations?

What is the make and model of the most expensive car : What is the make and model of the most expensive car? What is the make and model of the cheapest car?

Write pseudocode for recursive version of insertion sort : Write pseudocode for this recursive version of insertion sort. Give a recurrence for its worst-case running time.

What kind of interest rate are borrowers paying : What kind of interest rate are borrowers paying? How long are the loan terms? How much are people borrowing?

Research the company record in the area of csr : Research the company's record in the area of CSR. Be sure to look at both their domestic and well as international reputation.

User Account

All Pages