Learn the work behind Data, AI & Forward Deployed Engineering
Practical explanations, career decisions and reproducible workflows. Read the reasoning, inspect the evidence and follow the next skill into a real programme.
MLOps engineer role: registries, drift checks and safe rollbacks
An MLOps engineer builds and runs the shared platform that lets many teams train, register, deploy and monitor machine learning models reliably: training pipelines, model registries, deployment automation, monitoring…
ML system design interview, a 45-minute round with a sample answer
An ML system design interview gives you an open problem — "predict delivery time", "rank the home feed", "flag fraudulent sellers" — and about 45 minutes to turn it into a working design: what exactly is predicted, from…
ML fundamentals interview questions with worked answers
An ML fundamentals interview checks whether you understand why models behave as they do — why a flexible model overfits, what regularisation changes, how a tree chooses a split, when scaling matters — rather than…
MIS executive to data analyst: move one daily report into SQL
An MIS executive is already doing the reporting half of a data analyst's job: pulling data every morning, joining it with lookups and producing numbers managers act on. The move to data analyst is about two changes…
MIS executive job in India: what the daily and monthly work involves
An MIS executive in an Indian company owns the recurring reports that managers read every day, week and month: pulling exports from an ERP, CRM or dialler, cleaning them in Excel, reconciling totals, and sending the…
Make a college minor project interview-ready in two weekends
To make a college minor project interview-ready, you do not need to rebuild it. In two weekends you can rerun it from scratch, add a simple baseline to compare against, rewrite the README so a stranger can follow it…
Switching Jobs Mid-Year: Why Two Employers Under-Deduct Tax
When you change jobs partway through a tax year, each employer usually deducts TDS only on the salary it pays you. Each also allows the full standard deduction and, where income is low enough, the full rebate. Your tax…
GenAI for mid-career managers: what to learn to lead AI work
A mid-career manager leading teams that build or adopt GenAI needs to learn enough to ask the right questions, not enough to write the code: how these systems fail, how quality is measured, what they cost to run, what…
Microfinance PAR30: portfolio at risk by branch and loan cycle
PAR30 (portfolio at risk over 30 days) is the principal outstanding of all loans with any instalment more than 30 days overdue, divided by the gross principal outstanding of the active book. It measures how much of the…
Messaging alumni as a student: drafts and a 20-minute call agenda
Message alumni to learn, not to ask for a job. Find graduates of your college now working in data roles, send a short message that names the connection, asks one specific question and requests about 20 minutes, then run…
Learning data analytics from Meerut, Hapur or Bulandshahr
You can learn data analytics from Meerut, Hapur or Bulandshahr without moving. The live sessions are online, and since the full Namo Bharat corridor opened, a trip to an optional lab day in Noida is a single rail…
Medical lab technician to data analyst: QC charts and TAT data
As a medical lab technician, the quickest route into data analysis is to treat the lab's own operating records — turnaround-time (TAT) registers, internal QC logs, sample rejection logs — as the subject of a first…
Not sure which programme fits?
Tell us your background and we will map it to the right entry point — including saying so when a cheaper programme is the better fit. A counsellor replies within one working day.