Neural Network from Scratch
A full feed-forward network implemented in pure NumPy — backprop, activations, and training loop written by hand to understand every step.
NumPyBackprop
PID Maze-Runner Robot
Autonomous robot tuned with a PID control loop for smooth, accurate line-following and maze navigation.
PID ControlRobotics
8×8 LED-Matrix Game Console
A miniature handheld "Game Boy" driving an 8×8 LED matrix from a microcontroller — input handling, rendering, and game logic in embedded C.
Embedded CMicrocontroller
IoT Pill Reminder for the Blind
An accessible medication-reminder device using audio cues and IoT connectivity, designed around the needs of visually impaired users.
IoTAccessibility
DC-Motor Controller (ATmega)
Closed-loop speed and direction control for a DC motor programmed on an ATmega microcontroller in C.
ATmegaControl
CV Fabric Alignment
An early computer-vision experiment detecting and correcting fabric orientation — a precursor to later production inspection work.
OpenCVImage Processing
Python MCQ Book — A/L ICT
An educational resource of Python multiple-choice questions written to help Advanced-Level ICT students learn programming.
PythonEducation
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