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Swayam Central

Python for Data Science

By Prof. Ragunathan Rengasamy   |   IIT Madras
The course aims at equipping participants to be able to use python programming for solving data science problems.

INTENDED AUDIENCE : Final Year Undergraduates
PRE-REQUISITES : Knowledge of basic data science algorithms
INDUSTRY SUPPORT : Honeywell, ABB, Ford, Gyan data pvt. Ltd.

Learners enrolled: 9539

SUMMARY

Course Status : Upcoming
Course Type : Elective
Duration : 4 weeks
Start Date : 27 Jan 2020
End Date : 21 Feb 2020
Exam Date : 29 Mar 2020
Enrollment Ends : 03 Feb 2020
Category :
  • Computer Science and Engineering
  • Level : Undergraduate
    This is an AICTE approved FDP course

    COURSE LAYOUT

    Week 1: 
    BASICS OF PYTHON SPYDER (TOOL)
    Introduction Spyder
    Setting working Directory
    Creating and saving a script file
    File execution, clearing console, removing variables from environment, clearing environment
    Commenting script files
    Variable creation
    Arithmetic and logical operators
    Data types and associated operations

    Week 2:
     
    Data Structures
    1. Lists
    2. Tuples
    3. Dictionary
    4. Sets
    Numpy
    1. Array
    2. Matrix and associated operations
    3. Linear algebra and related operations
    Week 3: 
    Pandas dataframe and dataframe related operations on Toyota Corolla dataset
    1. Reading files
    2. Exploratory data analysis
    3. Data preparation and preprocessing
    Data visualization on Toyoto Corolla dataset using matplotlib and seaborn libraries
    1. Scatter plot
    2. Line plot
    3. Bar plot
    4. Histogram
    5. Box plot
    6. Pair plot
    Control structures using Toyota Corolla dataset
    1. if-else family
    2. for loop
    3. for loop with if break
    4. while loop
    Functions

    Week 4: CASE STUDY

    Regression
    1. Predicting price of pre-owned cars
    Classification
    1. Classifying personal income

    BOOKS AND REFERENCES

    1. Introduction to linear algebra - by Gilbert Strang 2. Applied statistics and probability for engineers – by Douglas Montgomery 3. Mastering python for data science, Samir Madhavan

    INSTRUCTOR BIO

    Prof. Ragunathan Rengasamy

    IIT Madras
    Prior to joining IIT Madras as a professor, Prof.Rengaswamy was a professor of Chemical Engineering and Co-Director of the Process Control and Optimization Consortium at Texas Tech University, Lubbock, USA. He was also a professor and associate professor at Clarkson University, USA and an assistant professor at IIT Bombay. His major research interests are in the areas of fault detection and diagnosis and development of data science algorithms for manufacturing industries.

    COURSE CERTIFICATE

    • The course is free to enroll and learn from. But if you want a certificate, you have to register and write the proctored exam conducted by us in person at any of the designated exam centres.
    • The exam is optional for a fee of Rs 1000/- (Rupees one thousand only).
    • Date and Time of Exams: 29th March 2020, Morning session 9am to 12 noon; Afternoon Session 2pm to 5pm.
    • Registration url: Announcements will be made when the registration form is open for registrations.
    • The online registration form has to be filled and the certification exam fee needs to be paid. More details will be made available when the exam registration form is published. If there are any changes, it will be mentioned then.
    • Please check the form for more details on the cities where the exams will be held, the conditions you agree to when you fill the form etc.

    CRITERIA TO GET A CERTIFICATE:
    • Average assignment score = 25% of average of best 3 assignments out of the total 4 assignments
     given in the course. 
    • Exam score = 75% of the proctored certification exam score out of 100
    • Final score = Average assignment score + Exam score

    YOU WILL BE ELIGIBLE FOR A CERTIFICATE ONLY IF AVERAGE ASSIGNMENT SCORE >=10/25 AND EXAM SCORE >= 30/75. 
    • If one of the 2 criteria is not met, you will not get the certificate even if the Final score >= 40/100.
    • Certificate will have your name, photograph and the score in the final exam with the breakup.It will have the logos of NPTEL and IITMadras. It will be e-verifiable at nptel.ac.in/noc.
    • Only the e-certificate will be made available. Hard copies will not be dispatched.

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