IIM Indore - IIM Indore - Integrated Program In Business Analytics (IPBA) 

offered by Jigsaw Academy

Introduction to Analytics and CRISP DM

Data Collection and Biases

Summary Statistics

Data Manipulation

Data Preprocessing

Probability Distributions and Sampling Theory

Hypothesis Tests -AB tests

Hypothesis Tests -Chi Square, ANOVA

Confidence Intervals

(MySQL) Server as Data Sources

Data Normalization and Consequence

Basic SQL DML Queries

SQL Joins

Data Exploration -Sanity Checks

Preparing Data Quality Reports

Data Preparation -Outliers and Missing Value Treatments

Variable Profiling Using Information Value

Linear Regression -BLUE Estimators and Interpreting Model Results

Linear Regression -Checking Model Assumptions and Improving Models

Logistic Regression -Logistic Cost Function and Interpreting Model Results

Logistic Regression -Measuring Classification Performance -AUC, ROC, Confusion Matrix

Time Series Forecasting

Basic Data Structures

Data Manipulation

Pandas

Seaborn and MatPlotLib

Tree Models -Regression Trees and Classification Trees

Feature Importance

Purity Measures -GINI

Purity Measures -Entropy MSE

Building and Pruning Trees

Ensemble Methods -Bagged Ensembles

Ensemble Methods -Random Forests

Ensemble Methods -Gradient Boosting -Xgboost

Clustering -K Means and Hierarchical Models

Handling text data

Handling image data

NLP

Introduction to Big Data Ecosystem

Hadoop and HDFS

Querying with Hive

Data Engineering Case Study

Introduction to Spark

Spark Streaming

PySPark

ML with Spark Case Studies

Basics of Data Visualization

Models to Value

Pitfalls of Predictive Models in Business

Storytelling with Data

Using Github and Kaggle to Build an Analytics Profile

Bring Your Own Project (BYOP)