Domains using TensorFlow
Classify Satellites with TensorFlow
Teach a neural network to tell a weather satellite from a GPS bird.
Build and train a convolutional neural network in TensorFlow to classify satellite images by type. You will collect a small labeled dataset, preprocess the images, and evaluate your model's accuracy—no prior ML experience required.
Start Project → AI/MLDeep Learning for Engine Prognostics
Teach an LSTM to hear an engine degrading cycle by cycle.
Build LSTM and 1D-CNN models in TensorFlow/Keras to predict turbofan engine remaining useful life from multi-sensor time-series. You will design sequence windowing pipelines, compare architectures, apply learning rate scheduling and early stopping, and interpret model predictions with attention weights.
Start Project → AI/MLNeural Network Flight Controller
Replace a PID controller with a neural network trained on flight data
Train a neural network in TensorFlow to replace a classical PID flight controller for a fixed-wing aircraft. The network learns the control mapping from flight dynamics data and is evaluated on stability, disturbance rejection, and robustness compared to a tuned PID baseline.
Start Project → AI/MLSort Good vs. Bad Parts with Image Classification
Teach a computer to inspect parts like a quality engineer
Photograph real parts (3D-printed or handmade), build a labeled image dataset, and train an image classifier to sort pass vs. fail. Learn the basics of computer vision and quality control in aerospace manufacturing.
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