Data Mining

Total Assignments: 235

Provide the summary statistics for all the variables from the dataset. Explain some of the key aspects of the dataset.

Using SAS, build a k-nearest neighbor algorithm to predict the quality of wine from different factors. (input files are provided):1 - Provide the summary statistics for all the variables from the dataset. Explain some of the key aspects of the dataset.2 - Review the SAS code in the file knn.sas and for each SAS statement, provide explanation of the code as comments3 - Perform the k-NN using k = 1, 2, and 3. For each case, provid...

Many labor-intensive production operations experience a learning curve effect. The learning curve specifies that the cost to produce a unit is a function of cumulative production, that is, as production volume increases, the cost to produce each unit drop

1. Learning Curve Based Production Planning Open the file Learning.xlsx. Many labor-intensive production operations experience a learning curve effect. The learning curve specifies that the cost to produce a unit is a function of cumulative production, that is, as production ...

This is a short exercise to test your ability to construct and evaluate machine learning models.

  Introduction: This is a short exercise to test your ability to construct and evaluate machine learning models. You should produce a machine learning model and an evaluation metric. The goal of this exercise is not to produce a state-of-the-art machine learning model. Which model you use, and how you evaluate, is up to you. ...

What are the Objectives for the Theme that you selected.

Trends around healthcare: particularly child mortality in the united states, with a breakdown of causes, and by income level What are the Objectives for the Theme that you selected.What are the KPIs that will help tell your story.Create your Story which has Dashboards and Charts.What is the Actionable information that you would want your audience to wa...

The primary objective is to use classification techniques learnt so far. Each loan is graded (A to G) based on the risk, with A being least risky and G being the highest risk category.

We will revisit the Lending Club data for this week’s assignment. The company has existed since 2007 and have provided millions of personal loans since then. ...

The section should include history and background of organization’s name, and the industry associated with the organization.

For this project, you will write a 2-3 page APA formatted paper on a how your job/occupation or school major connects to Data Mining. You will select a particular industry you may be associated with and describe how you personally connect with that industry and Data Mining. You should provide discussion, references, and so on, in sufficient details. The paper should inclu...

The section should include history and background of organization’s name, and the industry associated with the organization.

For this project, you will write a 2-3 page APA formatted paper on a how your job/occupation or school major connects to Data Mining. You will select a particular industry you may be associated with and describe how you personally connect with that industry and Data Mining. You should provide discussion, references, and so on, in sufficient details. The paper should inclu...

The assignment guides you through the feature selection techniques.

The Third Part of the Assignment of DM 2020-2021 Introduction The assignment guides you through the feature selection techniques. It is recommended to follow the assignment in the given order since the result of some questions might depend on answers to previous steps. The questions are detailed in the provided Jupyter notebook. The Dataset Dataset: First, visit UCI machine learning repository. The link is provided here: https://archive.ics.uci.edu/ml/i...

RGV, Inc., sells international specialty food items to buyers from around the world. Management is currently realizing that issues such as rising shipping costs due to gas prices as well as competition are cutting into the company's profit margins.

RGV, Inc., sells international specialty food items to buyers from around the world. Management is currently realizing that issues such as rising shipping costs due to gas prices as well as competition are cutting into the company's profit margins. In an effort to reduce cost and increase profits, they ...

Construct a Horizontal Bar Chart to contrast US GDP per capita with the rest of the world for the year 2017. To provide context for the numbers, create a Distribution band to enclose between 50% and 150% of the average GDP per capita.

Questions 1-4 are based on the dataset gdp_per_capita.csv. The data was obtained from the World Indicators Dataset from WorldBank. Original data was filtered, cleaned and restructured. 1. Construct a Horizontal Bar Chart to contrast US GDP per capita with the rest of the world for the year 2017. To provide context for the numbers, create a Distribution band to enclose between 50% and 150% of the average GDP per capita. Lastly, highlight United States by creating a Group. The first few rows...

Your organization, a consumer automobile research firm, wishes to analyze data from a study of fuel economy among the major automobile models to determine how the variables in the data set correlate with fuel economy.

Option #1: Statistical Analysis for an Automobile Research FirmYour organization, a consumer automobile research firm, wishes to analyze data from a study of fuel economy among the major automobile models to determine how the variables in the data set correlate with fuel economy. You are tasked with developing a better understanding of the var...

The objective of this Portfolio Project is mining data from a data warehouse, which contains data from the Northwind database that was constructed during your installation of PostgreSQL.

Northwind Data Mining and Statistical Analysis Project – Planning Part 2 The objective of this Portfolio Project is mining data from a data warehouse, which contains data from the Northwind database that was constructed during your installation of PostgreSQL.Below ...

The purpose of this milestone assignment is to complete the tasks described below in preparation for your final project delivery.

 Northwind Data Mining and Statistical Analysis – Data Warehouse Part 1 The purpose of this milestone assignment is to complete the tasks described below in preparation for your final project delivery....

In this assignment, you will use a technique called “data augmentation” which is often used in deep learning when the training data is small.

In this assignment, you will use a technique called “data augmentation” which is often used in deep learning when the training data is small. “Data augmentation” simply means generation of artificial data to increase the training size so that deep learning model doesn’t over fit and improves its prediction accuracy. NOTE: data augmentation is only applied to the TRAINING SET and not to the testing set. &nb...

Development of a predictive model: Your group needs to build an analytical model that predicts overall profits per month for each region

5. Development of a predictive model: Your group needs to build an analytical model that predicts overall profits per month for each region• You need to use RapidMiner to build your predictive model• Add a screenshot of your RapidMiner process to the text• Attach and submit your RapidMiner file along with your report.Just need help with this part which is rapid miner. I am attaching a tutorial sheet if need assistance with how to a...

Download zip file and extract it. Consider this data is a subset of full Reuters corpus to make it possible for you to process without the need of a powerful server.

 1- Download zip file and extract it. Consider this data is a subset of full Reuters corpus to make it possible for you to process without the need of a powerful server. You have access to the following assets using your CSID that might be useful: ·...

Bike sharing systems using apps have become popular in many cities. They provide economical transportation in an environmentally friendly manner.

ASSIGNMENT I   Bike sharing systems using apps have become popular in many cities. They provide economical transportation in an environmentally friendly manner. A number of companies are now into the bike-sharing business. Assume you are working for Lime, a bike-sharing company, and plan to enter a new market with bike sharing. You ha...