Fundamental Deep Learning Projects

2020 Jun - Nov

Basic Machine Learning Tasks

Classifications

Images : E-01, E-02
Text: G-02

Regression

house price : E-09
stock price : E-13 (ARIMA)

Face-Detection

E-03 (Dlib)

Face-recognition

E-07

Segmentation

E-10 (DeepLab)

Basic Deep Learning Tasks

Pre-Traininig

BERT : G-08

Classifications

NSMC : E-04 (LSTM) Speech Data : E-05 X-ray Image : E-14 KorQuad : E-19 (Span-classification, BERT)

Tokenizing, Embedding

SP, BPE, W2V : G-01, G-02, G-03

Generation

Single-Turn Dialogue : E-06 (LSTM), E-15 (Transformer), G-06 (Transformer) Small Images : E-12 (GAN), E-16 (SRGAN), E-20 (cGAN)

NMT

Eng-Kor : G-04(seq2seq), G-05(Transformer)

Summarize

News : E-11 (seq2seq)

Recommendation

Movie Data : E-08 (CF) On-line Shopping Data : E-17 (GRU)

OCR

E-18