Lecture Notes || SNS Courseware

UNIT 1:

Generalizing from Data

Rectangular Data

Relational Databases

SQL- Indexes

Slicing

Sorting

Applying Data science Process

Plotting Data science Process

UNIT 2:

Data Representation

Types of data representation

Data Quality

Exploratory Data Analysis

Data Visualization

Text Mining

Text Analytics

UNIT 3:

working with text

Regular Expression

Web Technologies

REST

Xpath

Naive Bayes Classifier

Handling large data in single computer

rise the graph database

UNIT 4:

Regression On Probabilities

Logistic Model

Loss function for Logistic model

Multiclass classification

Data visualization to end user

UNIT 5:

P-Hacking ,PCA

Dimensionality Reduction

Decision Tree

Random Forest

Lecture Notes