SYLLABUS


DS 101

- Environment Setup

- Unix Commands

- Jupyter Notebook

- Basic Python

-Data Types

-Data Structures

-Basic Programs

-Iterating

- Numpy Basics

- Pandas Dataset Exploration

- Hacker Statistics




 

DS 201-1

- Descriptive Statistics

- Basic Plots in matplotlib

- Distributions of numbers

- Correlations

- Exploratory Analysis

- Data Cleaning

- Feature Engineering

DS 201-2

-Classification Models

-Regression Models

-Model Training

-Hyperparameter Tuning

-Model Evaluation

-Model Pipelines

-Final Modelling Project