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May 10,2018 - December 31,2018

Introduction to Data Science

This course aims to provide you with a comprehensive Introduction to Data Science. We will cover the basics of Python, Statistics and Modelling techniques like Linear and Logistic Regression, Decision Trees.

About This Course

The role of a Data Scientist is one of the hottest in the industry. With this course, we aim to provide you with a comprehensive Introduction to Data Science.

We will cover the basics of Python, before moving to Statistics and finally going through various Modelling techniques. By the end of the course, you will have a solid understanding of Data Science and will be able to build an end-to-end predictive model.

Requirements

This course assumes no past knowledge about Data Science or any tool.

Why take this course

This course is an ideal course for people looking to start a career in data science. Several features which make it exciting are:

  • Easy to understand content - All the material in this course was created by Analytics Vidhya instructors who bring in immense experience of data science with them.
  • Industry collaboration - Entire course has been vetted by indsutry experts. This ensures relevance in industry and enabling you with the content which matters the most.
  • Real life problems - All projects in the course are based on real life problems. No academic datasets are bring used to ensure that you are ready for real life problems.

Support

For people undergoing the course, you can call us any time between 9 a.m. - 5 p.m. on Weekdays Monday - Friday on +91-8368253068 or email us on training_queries@analyticsvidhya.com

Course Staff

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Kunal Jain

Kunal Jain is the founder of Analytics Vidhya. Analytics Vidhya is the community based Data Science portal. Before starting Analytics Vidhya, Kunal had worked in Analytics and Data Science for more than 8 years across various geographies and companies like capital One and Aviva Life Insurance. He will introduce you to the field of Data Science through this course.

 

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Neeraj Sarwan

Neeraj is working as a data scientist at Analytics Vidhya. He has extensive experience in converting business problems to data problems. He has previously taken several corporate trainings and is also an avid blogger. He’s a graduate of IIT-BHU and will be your instructor for the ‘Python’ and ‘Modeling’ modules.

 

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Pranav Dar

Pranav is the editor for Analytics Vidhya. He has experience in data visualization and has been previously involved in the learning & development departments of MNCs. He has taken various trainings on statistics & presentation skills and loves to read, write about anything from data science to machine learning. He will be your instructor for the statistics module.

Frequently Asked Questions

Who should take this course?

This course is meant for people looking to learn Data Science. We will start out to understand the pre-requisites, and then go on to solve case studies using Data Science concepts.

Do I need to install any software before starting the course?

You will get information about all installations as part of the course.

What is the refund policy?

The fee for this course is non-refundable.

Do I need to take the modules in a specific order?

We would highly recommend taking the course in the order in which it has been designed to gain the maximum knowledge from it.

Do I get a certificate upon completion of the course?

Yes, you will be given a certificate upon satisfactory completion of the course.

What is the fee for this course?

Enroll before May 31st, 2018 at an introductory price of Rs. 4,999. Post this, the fee for the course will be Rs. 11,800.

How long can I access this course?

You will be able to access the course material for 6 months since the start of the course.

Is there any placement support with this course?

This is a beginner course and comes without any placement support. You can check various opportunities on Analytics Vidhya Jobs portal and participate in our Hiring Hackathons

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ABOUT THE INSTRUCTORS

Analytics Vidhya

Analytics Vidhya

Learn Everything about Analytics

Analytics Vidhya offers a high engagement community of data scientists and analytics professionals. You can connect with them to solve cutting-edge problems to hire them or turn them into evangelists of your products and services

SYLLABUS

  • Data Science Overview
  • Introduction to Python
  • Understanding Operators
  • Variables and Data Types
  • Conditional Statements
  • Looping Constructs
  • Functions
  • Data Structure
  • Lists
  • Dictionaries
  • Understanding Standard Libraries in Python
  • Reading a CSV File in Python
  • Data Frames and basic operations with Data Frames
  • Indexing a Data Frame
  • Introduction to statistics
  • Measures of Central Tendency
  • Understanding the spread of data
  • Data Distribution
  • Introduction to Probability
  • Probabilities of discrete and continuous variables
  • Central Limit theorem and the Normal Distribution
  • Introduction to Inferential Statistics
  • Understanding the Confidence Interval and the margin of error
  • Hypothesis Testing
  • T tests
  • Chi Squared tests
  • Understanding the concept of Correlation
  • Module Test - Statistics
  • Introduction to Predictive Modeling
  • Understanding the types of Predictive Models
  • Stages of Predictive Models
  • Hypothesis Generation
  • Data Extraction
  • Data Exploration
  • Reading the data into Python
  • Variable Identification
  • Univariate Analysis for Continuous Variables
  • Univariate Analysis for Categorical Variables
  • Bivariate Analysis
  • Treating Missing Values
  • How to treat Outliers
  • Transforming the variables
  • Basics of Model Building
  • Linear Regression
  • Logistic Regression
  • Decision Trees
  • K-Means
  • Module Test - Predictive Modeling

CERTIFICATE

  • A certificate will be offered after successful completion of this course.
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KEY HIGHLIGHTS

  • Python for Data Science
  • Statistical Analysis using Python
  • Introduction to Applied Machine Learning
  • Work on real life problems by end of this course
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