Advanced Professional Certification Programme in Data Science Machine Learning
E&ICT IIT Guwahati
Guwahati · Est. 1994
- Duration
- 6 Months
- Mode
- Live Online with Campus Immersion
- Starts
- 16 Jan 2027
- Eligibility
- 2–8 years experience
Overview
About the programme
The Advanced Professional Certification Programme in Data Science Machine Learning programme from E&ICT Academy, IIT Guwahati is built for working professionals who need to move from doing the work to owning the outcome. Over 6 months, it takes you from foundations through to the judgement calls that only show up at senior level.
The curriculum is delivered by E&ICT IIT Guwahati faculty alongside industry practitioners, and every module ends in applied work — a case, a lab or a decision you have to defend. MeitY-backed academy for electronics & ICT skilling.
Sessions run on weekends, so the programme fits around a full-time role. You finish with a portfolio of applied work, a certificate from E&ICT Academy, IIT Guwahati, and a cohort you will keep calling long after the programme ends.
Programme insights
Who it is for, and what is expected
Read this before you apply. Cohort fit matters more than enthusiasm — these programmes work because everyone in the room has comparable exposure.
Eligibility criteria
- Bachelor's degree (10+2+3) or equivalent from a recognised university with a minimum of 50% aggregate
- 2–8 years of full-time professional experience post qualification
- Working knowledge of ai & machine learning concepts is helpful but not mandatory
- Access to a laptop and a stable internet connection for live sessions
Who should attend
- Professionals with 2–8 years of experience moving into ai & machine learning ownership
- Functional managers who need to make ai & machine learning decisions without a specialist background
- Consultants and advisors building depth in ai & machine learning
- Entrepreneurs and family-business leaders formalising this capability in-house
Assessment
- Assignments & case submissions40%
- Quizzes and MCQ assessments20%
- Capstone project40%
A minimum attendance of 75% across live sessions is required for certification.
Schedule & format
- Delivery format
- Live Online with Campus Immersion
- Session timing
- Weeknights — Tuesdays & Thursdays, 7:30 PM to 9:30 PM
- Total sessions
- 40 live sessions of 3 hours each
- Commencement
- 16 Jan 2027
Curriculum
Programme content
6 modules, 24 topics, delivered over 6 months.
6
Core modules
24
Topics covered
- The AI landscape: narrow, general and generative
- Supervised, unsupervised and reinforcement paradigms
- Data readiness and feature engineering
- Model evaluation: bias, variance and drift
- Regression and classification at scale
- Tree ensembles, boosting and stacking
- Clustering and dimensionality reduction
- Hyper-parameter search and cross-validation
- Feed-forward, convolutional and recurrent networks
- Transformers and attention mechanisms
- Transfer learning and fine-tuning strategies
- Compute, cost and inference trade-offs
- Prompt design, chaining and structured outputs
- Retrieval-augmented generation (RAG) architectures
- Fine-tuning vs. adapters vs. context engineering
- Evaluation harnesses and hallucination control
- Tool use, function calling and orchestration
- Multi-agent patterns and hand-off design
- Human-in-the-loop and escalation policy
- Guardrails, sandboxing and failure recovery
- Model governance, audit trails and lineage
- Fairness, explainability and regulatory exposure
- MLOps: CI/CD, monitoring and rollback
- Building the business case and measuring ROI
Learning outcomes
What you will be able to do afterwards
Stated as capabilities rather than topics — this is the list to check against your own gaps.
Frame an ambiguous business problem as a tractable machine-learning problem
Select and defend the right model class for a given constraint set
Design retrieval-augmented and agentic architectures that stay reliable at scale
Stand up an evaluation harness before a model reaches production
Put governance, monitoring and rollback in place from day one
Quantify and communicate the commercial return on an AI initiative
Pedagogy
How it is taught
Capstone Project
A real problem from your own organisation, reviewed by faculty at every milestone.
Simulations
Decision simulations where the consequences of a call play out over several rounds.
Interactive Lectures
Live faculty sessions with structured Q&A, not pre-recorded video you watch alone.
Hands-on Labs
Applied exercises with the same tools you will use back at work on Monday.
The institute
About E&ICT IIT Guwahati
E&ICT Academy, IIT Guwahati was established in 1994 and is based in Guwahati, India. MeitY-backed academy for electronics & ICT skilling.
E&ICT IIT Guwahati works with iAdmit to extend its executive and online offerings to working professionals across India, without requiring them to leave full-time employment.
Learners on E&ICT IIT Guwahati programmes get faculty-led live sessions, institute-issued certification on completion, and iAdmit's programme management, financing and career support running alongside.
E&ICT Academy, IIT Guwahati
MeitY-backed academy for electronics & ICT skilling.
- MeitY, Govt. of India initiative
- #7 NIRF Engineering (IIT Guwahati)
Investment
Programme fee & financing
All figures exclude GST. Payment plans and waivers are confirmed in writing before you pay anything.
| Application fee (non-refundable) | ₹2,000 + GST |
| Total programme feeInclusive of the application fee | ₹1,75,000 + GST |
| No-cost EMI from | ₹12,500 / month |
What the fee covers
- All live sessions and recorded access for the programme duration
- Course material, cases and lab environments
- Certification from E&ICT Academy, IIT Guwahati
- Dedicated programme manager and academic support
- Career services: résumé review, interview prep, mentorship
Campus immersion travel, accommodation and any optional add-ons are billed separately where applicable.
Admissions
How to apply
Five steps, typically completed within two weeks of your first conversation.
- 1
Check Eligibility
Confirm your qualification and work experience against the programme criteria.
- 2
Submit Application
Complete the online form and upload your documents and statement of purpose.
- 3
Screening & Shortlisting
The institute's admissions committee reviews profiles for cohort fit.
- 4
Offer & Payment
Receive the offer letter and pay the first instalment to block your seat.
- 5
Onboarding
Get LMS access, meet your programme manager and join orientation.
The iAdmit advantage
What iAdmit adds on top of the institute
The institute teaches. iAdmit handles everything around it — so that the programme survives contact with a demanding job.
- 3.5 Lakh+
- Alumni network
- 1:1
- Programme manager
- 24×7
- Doubt resolution
- 15+ yrs
- Career services
Access to iAdmit's learner community across 150+ Indian cities.
A named point of contact for the entire duration of your programme.
Academic support and recorded session access whenever you need it.
Résumé review, interview preparation and profile positioning support.
Alumni of this domain work at
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FAQs
Advanced Professional Certification Programme in Data Science Machine Learning — frequently asked
If your question is not here, a counsellor will answer it on the call. There are no scripted answers.
Professionals with 2–8 years of experience moving into ai & machine learning ownership. The cohort is deliberately mixed across industries so discussion stays broad, and the 6 months format is built around a full-time job — sessions run on weekends and evenings.
Expect roughly 6–8 hours a week: live sessions plus preparation and assignments. All sessions are recorded, and E&ICT IIT Guwahati requires a minimum of 75–80% attendance for certification.
No. Foundational concepts are covered before the programme moves into applied work. What matters more is that you have real decisions to bring into the classroom.
On successful completion you receive a certificate from E&ICT Academy, IIT Guwahati. Alumni status and campus benefits are governed by the institute's own policy and are communicated at the start of the programme.
Yes. The total fee of ₹1,75,000 + GST can be paid in instalments, and no-cost EMI options start from approximately ₹12,500 per month through iAdmit's finance partners.
A dedicated programme manager, academic doubt resolution, career-services support including résumé and interview preparation, and access to iAdmit's learner community of over 3.5 lakh professionals.
Next step
Speak to a counsellor before you decide
Fifteen minutes on the phone will tell you more than an hour on this page. We will check your eligibility honestly and tell you if the programme is wrong for your profile.
Eligibility check
Confirm you meet the institute's criteria before you apply.
Fee & EMI planning
Work out the instalment plan and any waivers you qualify for.
Cohort fit
Understand who else is in the batch and whether the level matches.
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