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Lesson 4: Deep Learning 2019 - NLP; Tabular data; Collaborative filtering; Embeddings
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Classroom Contents
Practical Deep Learning for Coders 2019
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- 1 Lesson 1: Deep Learning 2019 - Image classification
- 2 Lesson 2: Deep Learning 2019 - Data cleaning and production; SGD from scratch
- 3 Lesson 3: Deep Learning 2019 - Data blocks; Multi-label classification; Segmentation
- 4 Lesson 4: Deep Learning 2019 - NLP; Tabular data; Collaborative filtering; Embeddings
- 5 Lesson 5: Deep Learning 2019 - Back propagation; Accelerated SGD; Neural net from scratch
- 6 Lesson 6: Deep Learning 2019 - Regularization; Convolutions; Data ethics
- 7 Lesson 7: Deep Learning 2019 - Resnets from scratch; U-net; Generative (adversarial) networks
