ENGINEERING IN THE AI ERA
Your next idea.
Your first evidence.
Four practical workshop days for four stages of your engineering degree. Ask a better question. Build something you can explain.
CSE · IT · AI & DS / One day per cohort / CPU-ready practicals

GUEST LECTURE / INTERACTIVE WORKSPACE
Machine Learning in the Age of AI
From an equation to a trained model: explore BabyX, visual lecture slides, working ML demonstrations, research-paper attention, notebooks and project examples.
Open the lecture workspace ↗WORKSHOP 01 / THIRD-YEAR MACHINE LEARNING
Machine Learning: From Data to Decisions
A complete campus-energy case study: prepare data, build regression and classification models, evaluate predictions and explain the evidence. One proposed eight-hour day, starting with basic Python.
Explore the workshop & timetable ↗A result is a beginning.
An explanation makes it useful.
You will investigate data, make a prediction and test what happened. Every workshop ends with an artifact, a failure you understand and a next step you can take.
Work in pairs. Rotate the keyboard. Challenge the result. Your individual explanation matters as much as the code.
FOUR YEARS. FOUR STARTING POINTS.
Choose your year.
Each is a separate 09:00–17:00 workshop.
405 learning minutes. 75 minutes of breaks.
A SMALL EXPERIMENT
See the decision change.
Explore a teaching demonstration here.
The full experiment is in your notebook.
YOUR EIGHT-HOUR DAY
Time to think.
Time to try.
The breaks are part of the plan. Each practical has checkpoints and a recovery route.

LEARN WITH OTHER ENGINEERS
The keyboard changes hands.
The reasoning stays yours.
Our proposed classroom model pairs up to 60 students with a lead facilitator and two lab mentors. Short demonstrations leave room for questions, mistakes and a second attempt.
Original illustrative scene. No institutional endorsement implied.
YOUR WORKSHOP DESK
Open the pack.
Keep building.
Original synthetic data. No paid AI API.
Colab upload or local Python and Jupyter.
Your preparation checklist
Saved only in this browser. This is a personal checklist, not enrolment, assessment or certification.
ONE IDEA IN A MINUTE
A short visual explanation.
Captioned silent explainers for classroom discussion. Pause, predict and replay.
AFTER THE WORKSHOP
One day opens a question.
The next week builds an answer.
A voluntary internship readiness application can use your workshop evidence. Future batch dates, seats, fees and selection rules will be announced separately. Completion does not guarantee admission or placement.
Explore the internship platform ↗PROGRAMME FACULTY
Akash Chatake
Practitioner, researcher and educator. Explore the work behind the programme and discuss a workshop for your institution.