NLP

ALBERT: A Lite BERT For Self-Supervised Learning of Language Representations 10 Mar 2020

A Structured Self-Attentive Sentence Embedding 01 Mar 2019

BERT: Bidirectional Transformers for Language Understanding 06 Dec 2018

End to End Memory Network 07 Oct 2018

Memory Network 05 Oct 2018

ConvS2S: Convolutional Sequence to Sequence Learning 11 Sep 2018

Transformer: Attention is all you need 08 Sep 2018

Seq2seq with attention: Neural Machine Translation by Jointly Learning to Align and Translate 13 Aug 2018

Seq2seq (2): Sequence to Sequence Learning with Neural Networks 13 Aug 2018

Seq2seq (1): Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation 13 Aug 2018

NLP를 위한 CNN (5): Character-level Convolutional Network for Text Classification 09 Aug 2018

NLP를 위한 CNN (4): A Sensitivity Analysis of Convolutional Neural Networks for Sentence Classification 06 Aug 2018

NLP를 위한 CNN (3): A Convolutional Neural Network for Modelling Sentences 06 Aug 2018

NLP를 위한 CNN (2): Convolutional Neural Network for Sentence Classification 05 Aug 2018

NLP를 위한 CNN (1): Understanding CNN for NLP 03 Aug 2018

TF-IDF : Term Frequency-Inverse Document Frequency 01 Aug 2018

Glove : Global Vectors for Word Representation 27 Jul 2018

Word2Vec (2) : Skip Gram 모델 & 튜닝 기법 24 Jul 2018

Word2Vec (1) : 단어 임베딩 & CBOW 모델 21 Jul 2018

Recent trend in NLP 09 May 2018

TensorFlow

CS20(TensorFlow) Lecture Note (12): Machine Translation, Seqeunce-to-sequence and Attention 07 Sep 2018

CS20(TensorFlow) Lecture Note (11): RNNs in the TensorFlow 06 Sep 2018

CS20(TensorFlow) Lecture Note (8): CNN(Style transfer), TFRecord 16 Aug 2018

CS20(TensorFlow) Lecture Note (6), (7): Intro to ConvNet & ConvNet in TensorFlow 16 Aug 2018

CS20(TensorFlow) Lecture Note (5): word2vec + manage experiments 16 Aug 2018

CS20(TensorFlow) Lecture Note (4): Eager execution and interface 16 Aug 2018

CS20(TensorFlow) Lecture Note (3): Linear and Logistic Regression 15 Aug 2018

CS20(TensorFlow) Lecture Note (1),(2): Overview & TensorFlow Operation 13 Aug 2018

Tensorflow 설치하기 26 May 2018

Tensorflow

Tensorflow Tutorial - Image Recognition 18 Jun 2018

Tensorflow Tutorial - Image Retraining 18 Jun 2018

Tensorflow Tutorial - MNIST 26 May 2018

DeepLearning

파라미터 최적화 02 Jul 2018

가중치 초기화 (Weight Initialization) 01 Jul 2018

딥러닝에서 사용하는 활성화함수 01 Jul 2018

About CNN 27 Jun 2018

ComputerVision

CNN을 활용한 주요 Model - (4) : Semantic Segmentation 14 Jul 2018

CNN을 활용한 주요 Model - (3) : Image Detection-2 27 Jun 2018

CNN을 활용한 주요 Model - (2) : Image Detection 27 Jun 2018

CNN을 활용한 주요 Model - (1) : Modern CNN 27 Jun 2018

LeNet 27 Jun 2018

Kaggle

Bag of words meets bag of popcorn 27 Jun 2018

Lecture

Chapter 2: Function Approximation as Supervised Learning 10 Aug 2018

Chapter 4: Recurrent Neural Networks and Gated Recurrent Units 18 Jul 2018

Chater 5: Neural Laguage Models 11 Jul 2018

InformationTheory

정보이론 : 엔트로피, KL-Divergence 12 Jul 2018

정보이론 12 Jul 2018