keshav /SOFTWARE / APPLIED AI / EXPERIMENTS
Keshav Kumar Markan
Waterloo, OntarioSoftware engineering
× Applied AI research

KESHAV
MARKAN.

Software. Applied AI.
Digital equity.

I'm studying computer science at Conestoga. I work on software effort estimation, developer tools, and accessible course materials. I'm also building a project a day.

KM / KINETIC STUDY · DRAG TO ROTATE
Keshav speaking at a microphone

Experience

Applied AI research

Conestoga College.

Research Assistant

MAR 2026 — PRESENT

Extending FAHP-weighted Support Vector Regression, designing data pipelines, and building an interactive research application with explainable predictions.

PythonSVRSHAPStreamlit
91GITHUB REPOSITORIES26AUTOMATED TESTS

Selected projects.

01 /

Software Effort Estimator

A research platform connecting software project data, weighted SVR, and explainable predictions.

RESEARCH · PYTHON · SHAP
91 REPOSITORIES → FEATURES → SVR / PROJECT SCHEMATIC
02 /

ChainBreak Lab

ChainBreak Lab puts a motorsport safety-warning system through 1,200 stress-test scenarios.

HARDWARE · ESP32 · NODE.JS
ChainBreak dashboard running beside an ESP32 sensor board
03 /

Naftelia

Naftelia combines live weather and tide data in an AI marine voyage planner, with 24-hour route plans on an interactive map.

APPLICATIONS · PYTHON · FLASK
WEATHER + TIDES → ROUTE / PROJECT SCHEMATIC
03 / BUILDING IN PUBLIC

100 days.
100 projects.

One project a day. Follow the series on Instagram.

004 / 100 DAYS4 projects published
Keshav introducing the 100 days, 100 projects series
Follow the series
@kaylocksin ↗

DAY 004 / Opcode Canvas

Community

GDG ON CAMPUS

Conestoga College

Executive Lead

I help organize workshops, hackathons, and networking events with the GDG Conestoga team, including the Growth Summit.

JUN 2026 — PRESENT
Conversations at the GDG Conestoga Growth Summit
GROWTH SUMMIT / GDG CONESTOGA

GDG Waterloo

Subcommittee Member

I help the GDG Waterloo organizers with event logistics, outreach, and attendee support. Events I've helped with include Build with AI and Build with Gemma.

FEB 2026 — PRESENT
Group photo at Build with Gemma, GDG Waterloo
BUILD WITH GEMMA / GDG WATERLOO

I was here.

Leave a mark. No sign-in needed.

CONNECTING TO THE GUESTBOOK…
One mark per browser. This counts participation, not page views.

A FEW THINGS OFF THE MAIN PATH

Your discovery passport.

Explore four campus destinations to unlock a new atmosphere. Progress stays in this browser.

0 / 4DESTINATIONS FOUND
ResearcherLook toward the observatory.
BuilderFind where the experiments live.
ArchivistFollow the hundred-day trail.
CommunityVisit the place people gather.
Aurora campus

Find all four destinations to unlock the Aurora palette.

Other discoveries

  • Signal foundA small traffic signal is blinking in the arcade.
  • Route finderFind the fastest route when traffic changes.
  • Hands-freeScroll the page using hand control.