Postgraduate Program in Data Science & Machine Learning Manipal Executive Education
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

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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