I'm Gary. Learning more of the job as I go.

Monthly payroll for the four dealerships. I run it myself. It reads Excel inputs, applies each brand's rules, and writes slips, reports, bank remittance and compliance packs.

• Per-brand rule engine for Hyundai, Kia, Toyota and Honda 2W in one codebase
• Handles EPF, ESI, TDS, minimum-pay floors and workshop point pools
• Preview and adjust screen so I can check numbers before the PDFs generate
• Period / year-to-month reports built from saved month snapshots

Final-year team project. We built Edumate, a learning site where a talking avatar delivers lessons. You upload a portrait and the system animates it against recorded or synthesised speech. We spent a lot of time shrinking the models so they would actually run.

• Compressed the mapping network 148.3 MB to 38.2 MB (−74%) and both generators by 50%
• L1 unstructured pruning at 30% sparsity plus float32 to float16 casting
• Optimised weights dropped in without changing the architecture
• Full LMS around it: classrooms, assignments, quizzes, forums, video studio
• Team of five, Scrum, four sprints

A classifier that separates Cammeo and Osmancik rice grains from morphological measurements. University coursework, not a competition. Straight pipeline from a raw ARFF file through to a tuned, evaluated model.

• 92.91% accuracy, 0.9292 precision, 0.9291 recall, 0.9292 F1
• Grid search over kernel, C and gamma with 5-fold cross-validation
• Standardised features and a train/test split
• Confusion matrix above is the real output. 708 of 762 correct

One monthly Excel layout for Hyundai, Kia, Toyota and Honda 2W, plus a group page so I can look at the four brands together instead of four workbooks that never matched. I fill this in myself each month.

• One chart of accounts with four brand-specific overlays
• Guided entry cells feeding print-ready income and position reports
• Group insight page generated automatically from brand totals
• Python builder regenerates every template deterministically

A small local web app. I drop a read-only export from the parts system, and it gives me non-moving stock, a do-not-reorder list, and an audit sheet the workshop can print. It never writes back to the source system. I am the one who runs it.

• Drop the export in a folder, run one file, open localhost. That is the whole workflow
• Export-only, so nothing in the source system gets touched
• One-click Excel file for the follow-up list

A daily script I run on my machine. It signs into a manufacturer's dealer portal, pulls the numbers I need, builds a PDF, and sends it to Telegram so I don't have to click through the site every morning. Optional Google Sheets and Drive sync. Packed as a Windows executable so I don't need Python installed on that PC.

• Firefox automation with retries when the portal is slow
• Telegram so the PDF lands on my phone
• Optional Google OAuth for Sheets and Drive
• PyInstaller build. No Python install needed on the machine

Timed challenges: Wordle, the Klotski sliding-block puzzle, a debugging round, and two build-from-spec problems. Useful practice at reading someone else's code quickly and making it pass.

• Klotski solved with state-space search and visited-state pruning
• Wordle clone with constraint filtering over the candidate word list
• Debugging rounds: find and fix failures in code written by someone else