STARTS ON March 27, 2021
DURATION 6 Months Live Online Sessions 3 Hours/ Sunday 12:15 PM to 3:15 PM
PROGRAMME FEE INR 1,25,000 + GST View Payment Plan Special Corporate Enrolment Pricing
ELIGIBILITY Graduates (10+2+3)/ Diploma Holders (only 10+2+3) from a recognised university in any discipline Prerequisite
STARTS ON March 27, 2021
DURATION 6 Months
PROGRAMME FEE INR 1,25,000 + GST

PROGRAMME HIGHLIGHTS

From Netflix to Google, world-renowned companies have multiplied their business growth with Data Science and Machine Learning (ML) applications, guided by a data-driven approach to decision-making. Join IIT Delhi's six-month online Certificate Programme in Data Science & Machine Learning to learn in-demand data science and machine learning tools and techniques with Python. Become industry-ready and leverage data science and ML for automation, effective decision-making, and competitive advantage.

Learn from one of India's Leading Engineering Schools
Experience high-impact, live online learning and explore real-world case studies
Gain industry-oriented insights from eminent IIT Delhi faculty
Participate in peer-to-peer learning and expand your professional network
Receive an industry-recognised certificate in Data Science & Machine Learning from IIT Delhi
Learn from one of India's Leading Engineering Schools
Experience high-impact, live online learning and explore real-world case studies
Gain industry-oriented insights from eminent IIT Delhi faculty
Participate in peer-to-peer learning and expand your professional network
Receive an industry-recognised certificate in Data Science & Machine Learning from IIT Delhi

LEARNING OUTCOMES

Build predictive models using neural networks and time series data forecasting models

Develop an in-depth understanding of popular methods like regression, clustering, decision trees and deep learning

Gain hands-on experience in machine learning algorithms, the statistical models behind them and the applications of ML

Learn optimisation formulations to minimise errors and build accurate models

PROGRAMME MODULES

  • Fundamentals of mathematics - linear algebra/ probability
  • Fundamentals of Python
  • Measures and descriptors of data
  • Distributions
  • Estimation
  • Exploratory data analysis
  • Hypothesis testing and evaluation
  • Optimisation formulations
  • Gradient and search-based optimisation for machine learning
  • Linear, quadratic, nonlinear, and mixed integer programme
  • Multi-objective and multi-criteria decision-making - evolutionary tools
  • Regression and derivatives
  • Trees and random forests
  • Support vector machines
  • Clustering – mixture models, hierarchical k-means clustering
  • Dimensionality Reduction: PCA, TSNE
  • Deep feedforward neural nets
  • Convolutional neural nets
  • Time series data models - ARX, ARMAX, ARIMA & ARIMAX models
  • Long short-term memory (LSTM) networks
  • Data and Information Systems
  • Storytelling with Data
  • Designing Business Dashboards

Note: Modules/ topics are indicative only, and the suggested time and sequence may be dropped/ modified/ adapted to fit the total programme hours.

PROGRAMME COORDINATORS

Dr Hariprasad Kodamana

Assistant Professor

Department of Chemical Engineering

Indian Institute of Technology Delhi

Dr Agam Gupta

Assistant Professor

Department of Management Studies

Indian Institute of Technology Delhi

Dr Manojkumar Ramteke

Associate Professor

Department of Chemical Engineering

Indian Institute of Technology Delhi

PROGRAMME CERTIFICATE

Participants will be awarded a successful completion certificate from IIT Delhi on scoring at least 50% points in each of the evaluation components and maintaining a minimum attendance of 70%. Participants who are unable to maintain 50% points in the evaluation components, but have a minimum attendance of 90% shall be awarded a participation certificate.

Sample Certificate

Note: All certificate images are for illustrative purposes only and may be subject to change at the discretion of IIT Delhi.

Early applications encouraged. Limited seats are available.

View Payment Plan
Special Corporate Enrolment Pricing

Last Date to Apply: Mar 18, 2021

Last Date to Submit the Fee: Mar 27, 2021

Programme offered by Continuing Education Programme (CEP), IIT Delhi

Service Provider Eruditus
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