Course Detail

Data Science - Machine Learning & AI Course - GRAPHIX TECHNOLOGIES

Course Detail

Location:

Pune, Maharashtra, India
Institute:

GRAPHIX TECHNOLOGIES
Education Type(s):

OfflineOnlineCollege CampusCorporate Training
Education Level:
Qualifications:
Payments Options:
Study Materials:

Yes - Provided by Institute
Hostel/PG Facilities:

Yes
Placement Facilities:

Yes

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Course Description

Data Science - Machine Learning & AI

Data Science – Machine Learning & AI Course In Pune

Syllabus

DATA SCIENCE SYLLABUS

WHAT YOU WILL LEARN IN DATA SCIENCE

Data Science Mathematics – Revising School Level Math
Python and R Programming Languages
Python Data Science Libraries
R Programming Data Science Libraries
Data Science Techniques
Basic Of Artificial Intelligence
Machine Learning
Data Visualization Tools
Big Data and Hadoop

DATA SCIENCE INTRODUCTION – MODULE I

Data Science and It’s Concepts
Scope Of Data Science
Data Science Business and Business Intelligence (BI) Use Cases
Data Science Field Discussions
Data Science Artificial Intelligence (AI) and AI Subset Machine Learning (ML) and ML Subset Deep Learning (DL) Involvements
Analytics – Introduction
Understanding Data, Types Of Data
Understanding Dataset – Structured, Unstructured and Semi Structured

DATA SCIENCE MATHEMATICS – MODULE II

Revising School Level Mathematics For Data Science
Statistics and Probabilities
Statistics – Descriptive Statistics
Statistics – Inferential Statistics
Statistics – Hypothesis and Hypothesis Testing
Linear Algebra
Linear Algebra – Matrix Introductions
Linear Algebra – Matrix Types and Practical Example
Linear Algebra – Matrix Arithmetic Operations
Linear Algebra – Scalar and Vector
Calculus
Calculus – Limit
Calculus – Differentials Calculus: Derivatives
Calculus – Integral Calculus: Integrations

DATA SCIENCE PROGRAMMING LANGUAGES – MODULE III

Python Programming Language

Python – Introduction
Python – Setup and Interpreter
Python – Keywords, Statements and Statements Syntax
Python – Variables, Literals, Data Types and Data Structure
Python – Operators
Python – Functions
Python – Input and Output (IO)
Python – Errors and Exceptions
Python – Modules
Python – classes
Python – Threading and Multi-threading
Python – Batteries
Python – Package Management Tools: pip and conda
Python – Virtual Environments

R Programming Language

R – Introduction
R – Setup and R Studio
R – Objects
R – Evaluations Of Expressions
R – Functions
R – Object Oriented Programming (OOP)
R – Computing on The Language
R – System and foreign language interfaces
R – Exception Handling
R – Debugging
R – Parsers
R – Data Science Libraries: Dplyr, Ggplot2, mlr etc.
R – Data imports & exports

DATABASES

Structure Query Language (SQL)
SQL – Introduction
SQL – Data Definition Language(DDL)
SQL – DDL Operations – create tables or views, alter tables or views etc.
SQL – Data Manipulation Language(DML)
SQL – DML Operations – insert, update and delete etc.
SQL – Select
SQL – Constraints
SQL – Normalizations
SQL – Joins and indexes

VISUALIZATION TOOLS

Tableau
Plotly

MACHINE LEARNING (ML) – MODULE IV

What is Machine Learning (ML)?
Introducing Supervised ML
Introducing Unsupervised ML
Introducing Reinforcement Or Semi Supervised ML
Supervised ML Algorithms (Regression and Classification)
Unsupervised ML Algorithms (Association and Clustering)
Reinforcement ML Algorithms
Python Machine Learning
R Programming Machine Learning

BIG DATA and HADOOP – MODULE V

Basic Core Java Language Conceptual Guide
Big Data Introduction
Big Data Characteristics
Hadoop Introduction
Hadoop Setup and Configurations
Hadoop Modules Introduction
Hadoop HDFS
Hadoop MapReduce
Hadoop Yarn/MapReduce Version 2

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Institute Overview

GRAPHIX TECHNOLOGIES

Pune, Maharashtra, India

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About Us We Are Leading SAP training institute in Pune. Our main focus with SAP training, in addition to it training programmers are conducted in various other fields. It has been founded in 2000 with the mission of becoming inter... Read More

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