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.
Internship Stipend Deductions: Salary TDS or Fee TDS?
The deduction on your stipend tells you how the payer has treated it. If it was treated as salary, TDS is worked out at your estimated average rate under section 392, and on a small stipend that is usually nil. If it…
Data internships in Delhi NCR: official portals and red flags
If you are a student in Delhi NCR looking for a data internship, begin with your college's placement cell and the two free government portals: the AICTE Internship Portal and the PM Internship Scheme portal. Then screen…
Insurance operations to claims analyst: turnaround and leakage data
If you work in insurance operations, begin your move into analyst work by picking the dataset you handle daily, usually a claims register, a policy servicing queue or a renewals list, and rebuilding one operational…
Add Indian financial year and quarter columns in Excel, pandas, DAX
For a date in cell A2, the Indian financial year start is =YEAR(A2)-(MONTH(A2)<4), the quarter is ="Q"&INT(MOD(MONTH(A2)-4,12)/3)+1, and the April-first month number is =MOD(MONTH(A2)-4,12)+1. The same three rules work…
India's AI policy context for practitioners, as of September 2026
For a practitioner building AI systems in India, two official frameworks matter most as of September 2026: the IndiaAI Mission, which shapes public compute, datasets and funding, and the Digital Personal Data Protection…
Implementation engineer: taking software live at a customer site
An implementation engineer takes a software product a customer has bought and makes it work in that customer's environment: configuring it to their processes, migrating their existing data, connecting it to their other…
Build an Index of Industrial Production dashboard from MoSPI data
India's Index of Industrial Production (IIP) is the monthly measure of factory, mining and electricity output. A dashboard that shows sector growth correctly, flags base effects and never mixes index bases is a solid…
Hybrid jobs in Delhi NCR: questions to ask about office days
"Hybrid" on an NCR job post can mean anything from two fixed office days to "in office unless your manager agrees otherwise", and in a region where a single commute can take 90 minutes each way, that difference decides…
HRA exemption when you rent in Delhi, Noida or Gurugram
If you rent a home in Delhi NCR and your salary includes house rent allowance (HRA), your exemption under the old tax regime is the least of three amounts: the HRA you actually received, rent paid minus 10% of salary…
Employee attrition by tenure cohort: annualised rates that add up
Attrition by tenure should be calculated as leavers in a tenure band divided by the person-months employees spent in that band, multiplied by 12 to annualise. That way each employee contributes exposure to whichever…
How to use class recordings without rewatching everything
Use class recordings as an index, not a replacement for the class: note timestamps during or right after the session, try to recall and redo each topic from memory first, and rewatch only the minutes where your attempt…
How to read a job-guarantee or refund clause, line by line
A job-guarantee or refund clause is only as strong as four definitions inside it: who is eligible, how long the window runs, what counts as a qualifying job, and how you file a claim. Read those four parts before you…
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