Project guides.
Practical notes to help you choose, plan and understand your project.
How AI Vision Guides a Cobot Arm: Cameras, Sorting, Tool Flanges and Human-Safe Pauses
Universal Robots Gen 7 pairs AI-ready arms with camera-guided picking and a data, power and safety tool flange. This guide explains the student-scale version: how a camera frame becomes a pick queue, why colour and shape classifiers beat neural models for a first demo, how tool mounts work, and what human-safe pausing honestly is and is not.
Read guideHow to Prove Your Own Feature Works: Ablation Studies for IEEE Base-Paper Projects
A practical ablation method for IEEE base-paper projects: freeze one baseline, remove one component at a time, match parameters or compute, repeat across seeds, and read the resulting table honestly — so your own feature is proven, not just claimed.
Read guideBest 10 Sports, Fitness & Workout Projects Students Actually Build
Sports and fitness projects picked from the published Projectech catalog: Indian-food calorie logging, gym workout plans, step counting, yoga pose classification, photo calorie estimation, T20 prediction, posture wearables, a bowling machine, tournament brackets and turf booking.
Read guideWhy Your Web Page Loads Slowly: Finding Network, Render and Script Bottlenecks
A slow page usually hides a chain of causes, not one. This guide shows how to measure with browser developer tools, read the network waterfall, separate network, render-blocking and main-thread bottlenecks by symptom, and apply fixes in an order that actually moves the numbers.
Read guideHow to Choose an Op-Amp for Sensor Circuits: Gain, Bandwidth, Offset and Supply
Most sensor projects fail at the amplifier, not the sensor. This guide walks through choosing an op-amp for a sensor circuit: gain versus bandwidth, offset and bias errors, single-supply and rail-to-rail limits, and matching the part to thermocouples, bridges, photodiodes and shunts, with a worked selection example.
Read guideHow Wrist Motion Sensors Track Parkinson's Symptoms: Tremor Bands, Rest Gates, and Dose-Time Plots
A wrist sensor only feels movement, so every Parkinson's symptom index is signal processing plus rules about trustworthy data. This guide explains the IMU, the 4 to 6 Hz FFT tremor band, the rest gate that keeps walking out of the score, tap-test and actigraphy proxies, and dose-time plots — and where honest student measurement stops and clinical measurement begins.
Read guideHow to Rebuild an IEEE Base Paper That Has No Public Code
A step-by-step rebuild method for an IEEE base paper with no public code: confirm no code exists, extract a written specification, build skeleton-first block by block, test on toy data, handle datasets honestly, and report gaps openly.
Read guideBest 10 Personal Finance & Money Management Projects Students Actually Build
Money-management projects picked from the published Projectech catalog: SMS-parsed expense logging, bank statement PDF and CSV imports, receipt OCR categorisation, budget alerts, envelope planning, SIP goal tracking, a pocket-money diary, club audit trails and a bank management system.
Read guideSQL JOINs Explained: INNER, LEFT, RIGHT and FULL with Student Examples
Most student databases split data across tables, and JOINs are how you put it back together for a report, a dashboard or an API response. This guide explains INNER, LEFT, RIGHT and FULL JOINs with three small example tables, shows what each join returns row by row, and covers the filter and NULL mistakes that silently lose rows.
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