Black Bee Drones · Nectar SDK2026

AI course material

AI for Aerial Robotics

From definitions and data to convolutional networks, detection, segmentation, and the Nectar SDK workflow. Fifteen chapters in five parts.

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Contents · full deck

Part 1 · Foundations

Part 2 · Learning machinery

04
Classical machine learning
Supervised algorithms before neural networks
10/10
05
Deep learning foundations
Neurons, capacity, training, and the optimisation that makes it work
20/23
06
Neural network architectures
From MLP to convolution, recurrence, attention, and multimodal stacks
12/15
07
Convolutional networks
Blocks for image feature extraction
12/12
08
Frameworks and ecosystem
Libraries that implement the training loop
6/6

Part 3 · Vision tasks

Part 4 · Detection and segmentation

Part 5 · Black Bee practice