Executive Programme in Applied Data Science using Machine Learning & Artificial Intelligence
Programme offered by CEP, IIT Delhi
- Duration
6 months
- Mode
Live Online
- Commencement Date
21st January 2024
- Application Closure Date
Closed
- Session Timing
10.00 am to 01.00 pm
Programme Overview
In today’s data-driven world, organisations seek individuals proficient in data science, machine learning, and artificial intelligence. The Executive Programme in Applied Data Science with Machine Learning & Artificial Intelligence addresses this demand by equipping executives and professionals with essential skills. Participants acquire a comprehensive understanding of data science principles, machine learning algorithms, and AI techniques, applying them practically in real-world scenarios. This programme accelerates business growth and fosters innovation, empowering professionals to effectively harness the power of these technologies in their respective industries.
Admission Criteria
Eligibility
- Graduate/Diploma holder (10+2+3) in the discipline of Science, Engineering, Mathematics or Statistics with a minimum of 1 year of experience.
Screening & Selection
- Screening and selection will be done by IIT Delhi.
Attendance
- Minimum of 70% attendance is mandatory.
Assessment Criteria
- Assessment will be conducted via projects.
Pedagogical Methodology
Leaders
Explore Libraries of Tools and Techniques Taught
Note: This is an indicative list of tools and techniques taught in the programme and is subject to change as per IIT Delhi’s discretion.
Learning Outcomes
About IIT Delhi
The Indian Institute of Technology Delhi (IIT Delhi) is one of the 5 initial IITs established for training, research and development in science, engineering and technology in India. Established as College of Engineering in 1961, the Institute was later declared as an Institution of National Importance under the “Institutes of Technology (Amendment) Act, 1963” and was renamed as “Indian Institute of Technology Delhi”. It was then accorded the status of a Deemed University with powers to decide its own academic policy, to conduct its own examinations, and to award its own degrees.
Since its inception, over 48000 students have graduated from IIT Delhi in various disciplines, including Engineering, Physical Sciences, Management, Humanities and Social Sciences. Of these, nearly 5070 received PhD degrees. The rest obtained a Master’s Degree in Engineering, Sciences and Business Administration. These alumni today work as scientists, technologists, business managers and entrepreneurs. There are several alumni who have moved away from their original disciplines and have taken to administrative services, active politics, or are with NGOs. In doing so, they have significantly contributed to the building of this nation and to industrialization around the world.
- 2nd Rank as per NIRF India Engineering Rankings (2023)
- 3rd as per ARIIA Ranking (2021)
About Continuing Education Programme (CEP)
Executive education is a vital need for companies to build a culture that promotes newer technologies and solutions and builds a workforce that stays abreast of the rapidly transforming needs to the technological, business and regulatory landscape. Committed to the cause of making quality education accessible to all, IIT Delhi has launched Online Certificate Programmes under eVIDYA@IITD (ई-विद्या@IITD): enabling Virtual & Interactive-learning for Driving Youth Advancement@IITD for Indian as well as international participants. These outreach programmes offered by the Indian Institute of Technology Delhi (IIT Delhi) are designed to cater to the training and development needs of various organisations, industries, society and individual participants at national and international level with a vision to empower thousands of young learners by imparting high-quality Online Certificate Programmes in cutting-edge areas for their career advancement in different domains of engineering, technology, science, humanities and management.
Programme Highlights
Certificate of Successful Completion from CEP, IIT Delhi
Live classes & mentorship by highly experienced faculty members from IIT Delhi
Flexibility in learning: online classes on weekends or after business hours
2 days intensive campus immersion modules
Peer-to-peer learning and mentoring from industry experts
Rigorous Pedagogy — case discussions, simulations, etc.
Admission Process
- 1
Eligibility of Applicant
- 2
Application Submission
- 3
Screening & Shortlisting
- 4
Admission & Fee Payment
- 5
Book your Seat
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Syllabus Breakdown
- Overview of Artificial Intelligence and Machine Learning
- Data Analysis with Python
- Project I
- Project II
- Reinforcement Learning
- Different Data types
- Data cleaning
This is an indicative list of course topics and is subject to change as per IIT Delhi’s discretion.
- Linear Algebra, concept of matrices, Eigen values, Eigen vectors and their properties
- Spectral decomposition and Principal component analysis
This is an indicative list of course topics and is subject to change as per IIT Delhi’s discretion.
- Concept of Probability, different distributions: Bernoulli, Binomial, Geometric, Hypergeometric, Negative Binomial
- Normal, Exponential, Chi-square and their properties: mean variance
- Covariance and correlation and some mathematical properties
- Concept of Parametric Estimation and Testing of Hypothesis
This is an indicative list of course topics and is subject to change as per IIT Delhi’s discretion.
- Bivariate regression, properties of the regression coefficients
- Extension to multivariate regression
This is an indicative list of course topics and is subject to change as per IIT Delhi’s discretion.
- Propositional Logic, First Order Predicate Logic, Well-formed formulas
This is an indicative list of course topics and is subject to change as per IIT Delhi’s discretion.
- Difference between Regression and classification
- Data Normalization
- Data transformation
- Naïve Bayes Classifier
- Logistic regression
- Decision trees ID3, C5, SLIQ
- PCA, Feature Selection
- Applications
- Practice with Scikit learn and Keras
This is an indicative list of course topics and is subject to change as per IIT Delhi’s discretion.
- Random forest
- Neural Networks Perceptron model, Multi layered feedforward Neural Network
- Activation functions
- Applications
- Practice with Scikit learn and Keras
- Applications of clustering
This is an indicative list of course topics and is subject to change as per IIT Delhi’s discretion.
- Clustering
- What is clustering?
- Difference between classification and clustering
- Clustering techniques
- Practice with Scikit learn and Keras
This is an indicative list of course topics and is subject to change as per IIT Delhi’s discretion.
- DNN, LSTM, CNN
- Practice with Keras and Tensorflow
This is an indicative list of course topics and is subject to change as per IIT Delhi’s discretion.
- Machine Translation
- Text Summarization
- Concept of Word Vectors
This is an indicative list of course topics and is subject to change as per IIT Delhi’s discretion.
- Linear programming
- Integer programming
- Convex optimization
This is an indicative list of course topics and is subject to change as per IIT Delhi’s discretion.
Recommender System
- Classic and recent approaches for different recommender systems
- Product recommendation, Movie recommendation
- Chat GPT + LLM + Generative AI
- Conversational Systems + Applications of AI/ML and Future Scope + Discussion
Real time applications in the area of:
- Stock Market Prediction
- Credit Card Fraud Detection
- Crime Analytics
- Goods and Services Tax
- Bioinformatics
This is an indicative list of course topics and is subject to change as per IIT Delhi’s discretion.
Programme Fee Details
- Easy EMI Options Available
- Payment of fees should be submitted in the IIT Delhi CEP account only and the receipt will be issued by the IIT Delhi CEP account for your records.
- Loan Options is a service offered by Jaro Education. IIT Delhi is not responsible for the same.
Total Programme Fee
INR 1,30,000/- + 18% GSTInstalment Pattern
Instalment 1
INR 80,000/- + 18% GST (7 days from the release of the offer letter)Instalment 2
INR 50,000/- + 18% GST (On or before December 2023)Earn a Career Certificate
- Participants who meet the evaluation criteria, which includes successfully completing the projects conducted by the faculty, and fulfill the necessary attendance criteria, specifically a minimum requirement of 70%, will receive a ‘Certification of Completion.’
- Participants who do not meet the evaluation criteria but meet the attendance requirements will be presented with a ‘Participation Certificate.’
- The e-certificate is for illustrative purposes only and the format of the certificate may be changed at the discretion of IIT Delhi.
- Only e-certificate will be provided and it will be issued by CEP, IIT Delhi.
- The organising department of this programme is the Department of Mathematics, IIT Delhi.
Know the Facilitators
#YouInspireUs
The Jaro Advantage
Personalized Learning Support
- Career Acceleration: Get unmatched career guidance, resume-building workshops, and 1:1 mentorship to fast-track your professional growth.
- 24/7 Student Support: Dedicated assistance at every step—from enrollment to graduation.
- Future-Ready Learning: Engage in immersive, industry-aligned programs designed for lifelong career relevance.
Expert-Led Doubt Resolution
- Learn from the Best: Access mentorship from top-tier faculty and industry leaders.
- Collaborative Learning: Join dynamic discussion forums and peer-to-peer networks for deeper insights.
- Real-World Problem Solving: Apply knowledge through case studies and interactive sessions.
Powerful Global Networking
- Elite Alumni Community: Connect with 350,000+ professionals worldwide for career opportunities and collaborations.
- Exclusive Events: Attend global webinars, networking meetups, and industry talks.
- Lifelong Access: Stay updated with cutting-edge trends and alumni benefits long after graduation.
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