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Home Online Courses Data Science Postgraduate Program in Data Science & Machine Learning

Postgraduate Program in Data Science & Machine Learning Manipal Executive Education

Postgraduate Program in Data Science & Machine Learning

Manipal Executive Education

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Price: USD 2,314

Instructor led live virtual classroom online. Classes may be individual or in group.

Duration: Upto 6 Months

Course details

Module 01 - Programming for data science

Starting Python & Basics of Python Language
Python Core Data Structures
Functions, Modules & Object-Oriented Programming
Exception Handling, FILE Input/output
NumPy
Introduction to Pandas, Operations in Pandas - Part I
Operations in Pandas - Part II

Module 02 - Statistical techniques for data science

Introduction to Statistics & Linear Algebra
Probability
Sampling
Testing of Hypothesis
Data Relationship through Correlation
Regression

Module 03 - Data scraping and RDBMS

Data Scrapping
Introduction to RDBMS with SQL
NoSQL
MongoDB

Module 04 - Data analysis and visualization

Introduction to Data Science
Data Analysis & Storytelling
Visualization & Communication using Descriptive Analysis
Data Cleansing & Transformation, Building Dashboards
Dimension Reduction & Visualization

Module 05 - Machine learning

Introduction to Machine Learning & Data Science
Classification
Validation Measures
Clustering
Recommendation systems
Time Series

Module 06 - Artificial Intelligence

Introduction to AI
Applications of AI
Programming with TensorFlow
High-level TensorFlow APIs
Tensor Board
Deep Learning (DL) & Reinforcement Learning (RL)

Module 07 - Text analytics and natural language processing

Introduction to Unstructured Data Analysis & Text Analytics
Linguistic Basics
Text Modeling
Text Classification & Topic Modeling
Sentiment Analysis, Document Clustering & Similarity
Deep Learning for NLP

Updated on 19 April, 2023

Job roles this course is suitable for:

IT Professionals , IT Graduates , Maths Lead Practitioner

About Manipal Executive Education

Manipal Executive Education (MEE) is Manipal Global Education’s corporate and executive education entity based out of Dubai, UAE. It services the Middle East & Africa Region including strategic markets such as UAE, Kuwait, Kingdom of Saudi Arabia, Oman, Qatar & Bahrain.

Its purpose is to deliver world class certification and training programs for students, working professionals and corporates in various formats ranging from classroom based training, online programs and hybrid programs across multiple sectors which are of relevance to the region.

Based out of Dubai Knowledge Village, the HR & Training Hub of Dubai, MEE offers high end certification programs in functional and technical programs across multiple sectors ranging from Logistics, Banking & Financial Services, IT, Telecom, Retail and Hospitality.

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