Advanced Certificate Program in Data Science & AI

BY
Henry Harvin , IIT Guwahati (IITG)

Mode

Online

Duration

192 Hours

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study, Virtual Classroom
Mode of Delivery Video and Text Based

Course and certificate fees

certificate availability

Yes

certificate providing authority

Henry Harvin

The syllabus

Module 1: Introduction to Data Science

  • Understanding Data Science
  • Data Analysis in Excel
  • Analytics Problem Solving
  • Quiz Module 1

Module 2: Introduction to python Exploratory

  • Data Tool-Kit Data Analysis using SQL
  • Introduction to Python Exploratory
  • Data Analysis Inferential Statistics Hypothesis Testing
  • Quiz Module 2

Module 3: Getting And Cleaning Data

  • Components of complete Data Set - Raw data, codebooks
  • How to collect, clean and share data
  • Quiz Module 3

Module 4: Exploratory Data Analsis, Research and Statistical Inference

  • Understanding multivariate statistical techniques
  • Know various plotting systems in different programming languages
  • Learn different statistical analysis tools
  • How to publish Data Analysis
  • How to take informed and accurate decisions
  • Quiz Module 4

Module 5: Regression Models and Practical Machine Learning

  • Model selection and novel uses of regression models
  • Building prediction functions — Data collection, feature creation
  • How to apply Algorithms and learning how to do evaluation
  • Quiz Module 5

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