Lecture Notes || SNS Courseware

Subject Details

Dept : MCA

Sem : 3

Regul : R2019

Faculty : Priyanga S

phone : NIL

E-mail : priyanga.s.mca@snsct.org

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Lecture Notes

UNIT 1:

Facets of Data

Valuing difference aspects of privacy

Big Data ecosystem and Data science

Data Science Ethics

Owners of the data

Data Science - Definition

Big data and Data Science

UNIT 2:

Overview - Research goals

Retrieving data

Cleaning, integrating and transforming data

Exploratory Data analysis

Build models

Present finds

UNIT 3:

Machine learning

Modeling Process

Supervised learning algorithms

UNIT 4:

Introduction to Deep Learning

Deep Feedforward and Regularization

Convolutional Networks

Recurrent and Recursive Nets

UNIT 5:

Introduction to data visualization

Data visualization options

MapReduce