Assignments and practices done during acadamic course Post Graduate Program In Data Science And Business Analytics Batch 2020-2021 provided by Great Lakes E-Learning Services Private Limited

Python For Data Science

• Week 1 Introduction to Python

Statistical Methods for Decision Making

• Cardio Good Fitness - Descriptive Statistics

• Insurance Case Study Solution

• Binomial Distribution

  • Bank Customers Example
  • Manufacturing Example

• Poisson Distribution

  • Bank Customers Example
  • Laptop Manufacturing Example

• Normal Distribution

  • Salaries Example
  • Cereal Packs Example
  • Week 2 Solution
  • Probability Distribution Solution
  • Lung Capacity Solution
  • Additional Probability Material Solution

Advance Statistics

• ANOVA

  • One way ANOVA Analysis - Food Preference Example
  • One way ANOVA Analysis - Golf Ball Example
  • Two way ANOVA Analysis

• EDA

  • EDA Core Statistics Analysis
  • EDA Univariate & Bivariate Analysis
  • EDA Profiling tools
  • EDA Missing values & Outliers Treatment
  • EDA Cars Example
  • EDA Slump Test

• PCA

  • PCA Redwine
  • PCA Cancer Data
  • PCA Facebook Data

• Project

  Insurance Case Study Solution

Data Mining

• Clustering using kNN

  • Cluster bank based on transactional data using kNN

• Clustering Using Dendogram Linkage

  • Cluster colleges using dendogram,linkage

• Hierarchical Clustering

  • Cluster Nutrient Composition Using Hierarchical clustering Cluster Cars Using Clustering

• CART

  • Customer Delinquency Predictor Based On Loan Data
  • Heart Attack Predictor Based On Health Data Using CART Model

• Random Forest

  • Heart Attack Predictor Based On Health Data Using Random Forest

• ANN Artificial Nureal Network

  • Breast Cancer Predictor Based On Health Data Using ANN
  • Customer Churn Predictor Based On HR Data Using ANN

• Project

  • CART RF ANN

Predictive Modeling

• Linear Regression

  • Predict Diabitic Patient Using Health Data

• Logistic Regression

  • Predict Salary Using Logistic Regression
  • L1 Lasso Regression & L2 Ridge Regression

• Linear Discriminant Analysis

  • Predict Credit Card Defaulter
  • Predict Cancer
  • Customer Churn Predictor

• Project

  • Linear Regression, Logistic Regression & LDA

Machine Learning Algorithams

• Naive Bayes & KNN

  • Naive Bayes & KNN
  • IRIS Flower Classification Using KNN

• Text Mining

  • Hierarchical document clustering Text Analysis

• Sentiment Analysis

  • Sentiment Analysis On Movie Reviews
  • Sentiment Analysis On Apple Tweets
  • Sentiment Analysis Example

• Ensemble Learning Techniques

  • Predict Loan Defaulter Using Decision Tree
  • Predict Heart Attack
  • Predict Heart Attack Using XGB & CatBOOST

• Project

  • Predict Vote
  • Three US President's Speech Analysis