NASSCOM FutureSkills - Data Science Course In India 

Installation of Python & Associated Packages

Graphical User Interface

Installation of Anaconda Python

Setting Up Python Environment

Data Types

Operators in Python

Arithmetic operators

Relational operators

Logical operators

Assignment operators

Bitwise operators

Membership operators

Identity operators

What is a Database

Types of Databases

DBMS vs RDBMS

DBMS Architecture

Normalisation & Denormalization

Install PostgreSQL

Install MySQL

Data Models

DBMS Language

ACID Properties in DBMS

What is SQL

SQL Data Types

SQL commands

SQL Operators

SQL Keys

SQL Joins

GROUP BY, HAVING, ORDER BY

Subqueries with select, insert, update, delete

Data Science - Preliminaries

CRISP-ML(Q) - Business & Data Understanding 

Data Preprocessing 

Exploratory Data Analytics (EDA)

Feature Engineering

PowerBI

 
Data Mining - Unsupervised Learning

Mathematical Foundations 

Clustering / Segmentation 

Dimension Reduction 

Association Rules 

Recommender Systems

Network Analytics 

Text Mining and Natural Language Processing (NLP) 

Data Mining - Supervised Learning

Machine Learning 

Machine Learning Classifier Technique - Naive Bayes 

Machine Learning - KNN Classifier 

Confidence Interval 

Hypothesis Testing - The ‘4’ Must Know Hypothesis Tests

Supervised Learning – Regression Techniques

Multiple Linear Regression - Predictive Modelling

Logistic Regression Binary Value Prediction, MLE 

Lasso and Ridge Regressions 

Multinomial and Ordinal Logistic Regression 

Advanced Regression for Count Data

Forecasting/Time Series

Model-Driven Algorithms 

Data-Driven Algorithms 

Deep Learning for Time Series 

Black Box method (ANN, CNN, RNN)

Introduction to Perceptron and Multilayer Perceptron

Building Blocks of Neural Network - ANN 

Deep Learning Primer

Generative AI & Transformers 

Prompt Engineering