Теория глубокого обучения, SOTAML School 2020

Семен Поляков, программистразработчик команды CoreML ВКонтакте План лекции: Часть 1: 1. Intro ML vs DL DL history 2. Architectures Feedforward networks CNN RNN Transformers Часть 2: 1. Bias and Variance tradeoff Problem setup Regularization 2. Who was after Adam Optimizers 3. Multitasking Multitasking Transfer learning 4. Compression 5. Last but not least Adversarial attacks