Publications by Amandeep Singh
Machine Learning Final Project - Placement Prediction
Final Project - Placement Prediction Author Amandeep Singh Importing libraries suppressWarnings({ library(tidyverse) library(tidymodels) library(dplyr) library(caret) library(corrr) library(ggplot2) library(plotly) library(corrplot) library(recipes) library(readr) }) ── Attaching core tidyverse packages ────────...
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Lab 4 Case Study
Utilizing Supervised Learning in Learning Analytics Case Study 4 Author Amandeep Singh Business Scenario: Predicting Student Performance In this case study, you are an analyst at an online education platform. The management is interested in predicting student performance based on various factors to provide personalized support and improve the l...
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Lab 3 Case Study
Introduction Learning analytics is the use of data to understand and improve learning. Unsupervised learning is a type of machine learning that can be used to identify patterns and relationships in data without the need for labeled data. In this case study, you will use unsupervised learning to analyze learning data from a Simulated School cour...
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Lab 2 Case Study
1. PREPARE When we left off the first case study, we saw that our model was pretty accurate. We can and will do better in terms of accuracy. But, the accuracy value we found also raises a broader question: How good was our model in terms of making predictions? While accuracy is an easy to understand and interpret value, it provides a limited an...
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Machine Learning Lab 2 activity
In this lab you will respond to a set of prompts for two parts. Part I: Data Product For the data product, you will interpret a different type of model – a model in a regression mode. So far, we have specified and interpreted a classification model: one predicting a dichotomous outcome (i.e., whether students pass a course). In many cases, ho...
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Machine Learning Lab 1 activity
The lab provides space to work with data and to reflect on how the concepts and techniques introduced in each lab might apply to your own research. To earn a badge for each lab, you are required to respond to a set of prompts for two parts: In Part I, you will extend our model by adding another variable. In Part II, you will reflect on your un...
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ML Case Study 1
1. PREPARE Each machine learning “case study” is designed to illustrate how machine learning methods and techniques can be applied to address a research question of interest, create useful data products, and conduct reproducible research. Each case study is structured around a basic analytics workflow modeled after the Data-Intensive Resear...
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