Deep Learning
Topics in Deep Learning, with the public notes and resources people share on it.
Topics
Public notes
- What Is Deep Learning?by LearnViaNotes
- Vanishing Gradients & Weight Initby LearnViaNotes
- Transformersby LearnViaNotes
- Transfer Learning & Fine-Tuningby LearnViaNotes
- Training in Practiceby LearnViaNotes
- RNNs, LSTM & GRUby LearnViaNotes
- Regularizationby LearnViaNotes
- The Training Loopby LearnViaNotes
- Tensors & Autogradby LearnViaNotes
- nn.Module, Dataset & DataLoaderby LearnViaNotes
- Optimizers: Momentum, RMSProp, Adamby LearnViaNotes
- Batch Norm & Layer Normby LearnViaNotes
- The Neuron & Perceptronby LearnViaNotes
- MLPs & the Forward Passby LearnViaNotes
- Loss Functionsby LearnViaNotes
- Learning-Rate Schedules & Warmupby LearnViaNotes
- Interview Questionsby LearnViaNotes
- Gradient Descentby LearnViaNotes
- GANsby LearnViaNotes
- Evaluating Deep Learning Modelsby LearnViaNotes
Resources
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