SQL · Databricks · Real Data · 30 Seats

EduFin Investigation.
SQL + Databricks.

✓Lending dataset built on real borrower behaviour, risk signals, and defaults.

✓Submit 5 times across the week. Improve through review and iteration.

✓Saturday: live data architecture and project walkthrough.

✓Sunday 7 PM: live walkthrough session. Certificates at 9 PM for those who submitted all 5 days.

Viresh Gendle

Founder · SkillAI Path

Built data systems used in production. Facilitated 300+ work shares across 8 batches. Every case is shaped by the kinds of problems that show up in real work.

Days

Work Shares

300+

Contributions

Seats

78% 300+ work shares across 8 batches. Most participants who start, complete at least one full round.

Next batch

...

Full Name

WhatsApp Number

Databricks Real Data

SQL Lending Investigation

Submit Friday 3PM

Live Build Saturday 7PM

Live Session Sunday 7PM

Certificate Sunday 9PM

Wrong Queries Are Fine

Avoiding Is Not

Work You Can Defend

Databricks Real Data

SQL Lending Investigation

Submit Friday 3PM

Live Build Saturday 7PM

Live Session Sunday 7PM

Certificate Sunday 9PM

Wrong Queries Are Fine

Avoiding Is Not

Work You Can Defend

Is this for you

Whichever stage you are at.

Tools. No project.

SQL. Python.
Power BI. Excel.

You have done the tools. But nothing you touched came without instructions attached.

✓A lending dataset with no answer key

✓Feedback on your actual queries

✓Work you can show in any interview

Most common

Experience. Narrow scope.

ML done.
Data gaps still there.

You built models. But financial data, Databricks, SQL investigations at scale. That part is still missing.

✓Databricks on resume, actual work to back it up

✓SQL + AI in a real financial case

✓Know exactly where your gaps are

Learning AI. Weak foundation.

Following AI.
Data work still shaky.

You are following AI closely. But the data investigation skills underneath are still thin. This is where you build them.

✓SQL investigation as the foundation

✓See what strong data work looks like

✓Work you can explain and defend

Student. Graduate.

College, Kaggle,
YouTube. All of it.

You have been preparing. But placements reward visible work. One investigation changes how you walk into that room.

✓Portfolio work before you graduate

✓Certificate you earned, not downloaded

✓Nobody else in your batch has this

Not for you if

✗ You want answers handed to you ✗ You cannot commit 1-2 hours daily Mon-Fri ✗ You want a recorded course, not live work

Proof of work

What the work actually looks like.

These are real submissions from real people. Eight batches in. This is what happens when you commit to seven days.

Databricks SQL Editor

Live SQL Investigation

Investigators writing queries against the lending dataset inside Databricks. Real schema, real tables, real results.

Databricks Notebook

Python + SQL Notebook

Loading CSV volumes, creating temp views, running analysis. all documented in a Databricks notebook.

Certificate

EduFin Certificate of Completion

Issued Sunday 9 PM. For those who submitted all 5 days. Verified by Viresh Gendle, SkillAI Path.

SkillAI Path Community

Submission Activity

Participants sharing their work inside the batch group. Progress builds through the week.

EduFin Batch 8 WhatsApp

Active Batch Group

Dataset drops Monday. Questions, reminders, and announcements happen here throughout the week.

Databricks Notebook

5 Cases. Same Investigator

One investigator across 5 case tabs in Databricks. This is what iterating every day looks like.

What you walk away with

Three outcomes. One week.

Something to show

Your Investigation Work

Your queries, decisions, and findings across seven days. Documented in Databricks. Work you can open and walk someone through.

Recognition that means something

A Completion Certificate

Not for watching videos. For staying active in the case and submitting all 5 days. Issued Sunday 9 PM.

Confidence in interviews

Something Real to Talk About

When someone asks what you have worked on, you have a real answer. Lending analysis, borrower behaviour, default patterns, and your own investigation across seven days.

What investigators say

Real words. Real work.

"Instead of just writing queries, I learned to connect data with real-world consequences, to translate raw numbers into meaningful, decision-ready narratives."

"Where I was standing on an empty road with confusion, I finished all cases with certification. Viresh's feedback made me think before writing any query, understanding in terms of business perspective."

"I worked with CASE statements before but never knew you could use them with aggregation functions. This is exactly why this case exists, to dig deep into what stays hidden in tutorials."

"This is my first time solving real-world SQL problems. I already learned something I would never find on LeetCode, on day one."

"Instead of just running queries, I focused on understanding the business behind the data. This experience really changed how I approach data analysis."

Day by day

5 rounds.
One dataset.
One serious week.

You work on the same lending dataset through the week. Each round, you look again, think better, and improve your investigation. By Friday you can see the difference between your first attempt and your last.

5 Submissions on the same dataset. each one better than the last

4 Rounds of feedback before the final submission deadline

1 Certificate. for those who showed up and submitted all 5

Mon
7PM

Kick Off + Submission 1

Dataset drops. Three mission questions. Databricks workspace live. No tutorials. No answers given.

Tue
EOD

Feedback + Submission 2

Morning feedback: what broke, what to check next. Evening: submit again.

Wed
EOD

Feedback + Submission 3

Nudge from Viresh if you are stuck. Patterns start forming.

Thu
EOD

Feedback + Submission 4

Feedback on third iteration. You can see your own progress now.

Fri
3PM

Final Submission

Wrong queries are fine. Avoiding is not. Submit no matter what.

Sat
7PM

Live Data Architecture Session

Schema decisions, data flow, architecture thinking. How stronger data work is actually structured in practice.

Sun
7PM

Live Walkthrough + Certificates

7 PM: live session. 9 PM: certificates for those who submitted all 5 days. Wrong answers fine. Missing days are not.

Before you join

Before You Join

Everything you need to decide. No pressure.

You should be able to write a SELECT statement, filter rows, and join two tables. If you have done a SQL course or worked through HackerRank SQL, you are ready. If you have never written SQL before, start there first and come back.

That is fine. Wrong queries are part of the process. The point is to stay in the work and keep improving. Submitting something is always better than submitting nothing.

No. Access details and instructions are shared after payment. You do not need prior Databricks experience.

No. This is a live 7-day investigation with working deadlines, batch activity, and live sessions. There is no watch-at-your-own-pace option.

Saturday is a live data architecture and project walkthrough. You will see how stronger data work gets structured beyond just writing queries. Schema decisions, data flow, and what more advanced project work actually looks like.

Continue the week and stay active in the case. The value is in doing the work across all 5 days, not only watching the sessions.

Yes. New batch every Monday at 7 PM, subject to seat availability. Pay once, pick your week.

You leave with your completed investigation work, a completion certificate if you submitted all 5 days, and access to the Saturday session recording.

EduFin Investigation.SQL + Databricks.