Indian Institute of Management Kozhikode (IIMK)

Professional Certificate Programme In Applied Data Science And Machine Learning

It is a comprehensive course designed for professionals seeking to upskill or transition into the field of data science and machine learning. The course is offered by the Indian Institute of Management (IIM) Kozhikode in partnership with Times Professional Learning.

Program Overview

Artificial intelligence (AI) and Machine Learning (ML) have brought about a significant revolution in computer science and data processing, reshaping industries, businesses, and even spawning new processes and models. These technologies enhance production efficiency, increase capacity, and minimize losses and expenses. Additionally, AI and ML applications enable organizations to derive value from their data, providing business insights, task automation, and system advancements. In this data-driven era, businesses recognize the importance of data as their lifeblood. They employ technologies to gather and store data from every customer interaction and aspect of their operations, leveraging it to analyze consumer behavior and address various business challenges. The IIM Kozhikode's AI and Machine Learning for Industry program aims to equip participants with the intelligence to apply ML techniques to complex issues in domains like medical diagnostics and sports analytics.

Course Content

  • Understanding Data Science

  • Introduction to Data Analytics Using R and Python

  • Understanding Data Structures

  • Prepare the Data for ML Algorithms

  • Basics of Statistics

  • Exploratory Data Analysis

  • Inferential Statistics

  • Hypothesis Testing and Evaluation

  • Basics to Advanced Data Visualisation Using R and Tableau

  • Story Telling with Data

  • Discover and Visualise Data to Gain Insights

  • Designing Business Dashboards

  • Understanding ML landscape

  • Types of ML

  • Challenges of ML Implementation

  • Hyperparameter Turning in ML

  • Implementation of ML Projects

  • Prepare the Data for ML Implementation

  • Supervised ML Models

  • Linear Regression

  • Regularised Regression (Ridge, Lasso, and Elastic Net Regression)

  • Decision Tree for Regression Problems

  • Ensemble Models for Regression Problems

  • ML Algorithms for Classification

  • Logistic Regression

  • Support Vector Machine (SVM)

  • KNN Algorithm

  • Decision Tree for Classification Problem

  • Random Forest for Classification Problem

  • Boosting for Classification (ADA boost, Gradient, and XG-Boost

  • Clustering Algorithm (Hierarchical and K-means Clustering)

  • DBSCAN

  • RFM Analysis

  • Association Rule Mining and Recommendation System

  • Dimensionality Reduction Using PCA

Course Details

Mode of Study

Live Online

Class schedule

Sundays 12:15 p.m. to 03:15 p.m.

Duration of the Program

12 Months

Who this program is for?

  • Senior associates, managers/team leads interested in improving their analytical skills and effectively managing Data Science and Analytics projects

  • Business and data analysts and mid-stage professionals looking to upskill or transition into the field of Data Science

Selection Criteria

Applications will be considered for selection based on the candidate’s credentials. The final selection of participants will be solely done by IIM Kozhikode.

Does this program comes with Alumni Status?

Yes

Important Dates

Application Deadline 25th May 2023
Program Start Date 4th Jun 2023

Fees Details

Program Fees INR 2,15,000

Fees Notes

*Taxes will be added as applicable *All fees will be collected by BCCL This is with reference to the refund of the Processing Fee. Please note that the Processing Fee shall not be refunded in the following circumstances: In case the candidate rejects the offer issued by the Institute; and In case the application is rejected due to submission of incomplete documents and/or providing incomplete information and/or eligibility criteria not fulfilled

Certificate Details

  • Participants who successfully fulfill the evaluation criteria and satisfy the requisite attendance criteria will be awarded a ‘Certificate of Completion’.

  • Participants who are unable to clear the evaluation criteria but have the requisite attendance will be awarded a ‘Participation Certificate’.

Sample Certificate

Key points about this program.

  • A comprehensive 12-month programme for analysts and managers

  • Capstone project

  • Real-life data exposure and simulation-based pedagogy

  • 2-day campus immersion module

  • IIM Kozhikode Executive Alumni status and certification

  • Peer-to-peer networking opportunities
Apply By: 25th May 2023
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About the Institute

The Indian Institute of Management Kozhikode (IIMK) is a renowned management institute that offers postgraduate, executive, and doctoral programs in management. It was founded in 1997 with the aim of providing students with a strong foundation in business and management theory, as well as practical skills through experiential and case-based learning. IIMK's executive education programs are designed for working professionals. The programs offer courses in various areas, including finance, marketing, strategy, operations, and leadership, and are delivered by experienced faculty members and industry experts. The executive programs provide a mix of online and classroom learning to help participants stay up-to-date with the latest management practices.

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