CURRICULUM // AI.201 // WEEK_2
Week 2 · AI Made Simple
Neural Networks 101
Units
MODULE_BREAKDOWN
UnitTopicFormatTime
2.1What is a neuron? Activation functionsUnderstand sigmoid, ReLUAnimated whiteboard15 min
2.2Layers & architectureBuild a simple network diagramInteractive visualization18 min
2.3Backpropagation explained simplyUnderstand gradient descentAnimated video15 min
2.4Exercise: Train a simple networkTrain on MNIST, see accuracy improveKeras interactive demo40 min
2.5Understanding weights & biasesAdjust weights, see output changeInteractive tool15 min
PROJECTPredict handwritten digitsTrain model on MNIST, test on samplesGuided build45 min
Rewards
XP_AND_BADGES
XP allocation50 each, 100 project = 450 XP
Badge unlockNeural Master