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Numerical Overcurrent Relay Trainer (IDMT Curves) — project thumbnail preview
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Numerical Overcurrent Relay Trainer (IDMT Curves)

This project builds a numerical overcurrent relay trainer: a microcontroller samples line current through a current transform...

Numerical relay firmware (RMS sampling IDMT computation) IEC 60255 NI/VI/EI characteristics
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Compressed Air Engine using Slider Crank — project thumbnail preview
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Compressed Air Engine using Slider Crank

This project builds a working compressed-air engine: a double-acting pneumatic cylinder drives a slider-crank mechanism throu...

Slider-crank kinematics Double-acting pneumatic cylinder drive 5/2-way solenoid valve with crank-timed switching
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RFID Pet Door Opener using Arduino — project thumbnail preview
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RFID Pet Door Opener using Arduino

This project builds an RFID-controlled pet door: an Arduino Uno with an RC522 reader scans for 13.56 MHz tags and only regist...

RC522 RFID reader Arduino Uno R3 5 V USB power supply
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IoT Forklift Proximity Alert using Ultrasonic Sensor — project thumbnail preview
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IoT Forklift Proximity Alert using Ultrasonic Sensor

This project builds an IoT proximity alert for forklift zones: an ESP32 reads an HC-SR04 ultrasonic sensor and, as an object...

Web Dashboard ESP32 DevKit HC-SR04 ultrasonic sensor
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Pneumatic Stamping Machine using 5/2 Valve — project thumbnail preview
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Pneumatic Stamping Machine using 5/2 Valve

This project builds a benchtop pneumatic stamping machine: a 5/2 solenoid valve directs compressed air to a double-acting cyl...

5/2 solenoid valve Double-acting pneumatic cylinder FRL unit + pressure gauge
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Fake Review Detection using LSTM — project thumbnail preview
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Fake Review Detection using LSTM

A detector that reads a hotel review and judges whether it was genuinely written by a guest or fabricated to deceive. A two-l...

NumPy Python 3.10 TensorFlow/Keras
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Image Captioning using CNN-RNN — project thumbnail preview
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Image Captioning using CNN-RNN

A system that looks at a photograph and writes a one-line English description of it. A ResNet-50 CNN encodes the image into a...

NumPy PyTorch Python 3.10
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Next Word Prediction using LSTM — project thumbnail preview
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Next Word Prediction using LSTM

A typeahead engine that reads what you have typed and suggests the most likely next words. A two-layer LSTM trained on millio...

PyTorch Python 3.10 NLTK
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Human Activity Recognition using Smartphone Sensors — project thumbnail preview
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Human Activity Recognition using Smartphone Sensors

A system that figures out what a person is doing — walking, sitting, standing, climbing stairs — from their phone's accelerom...

NumPy Python 3.10 TensorFlow/Keras
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