Categories

Colab

• Top 7 useful Jupyter Notebook/Colab Terminal commands 21 May 2020
• Importing files from Google Drive in Colab - Mounting Google Drive 09 May 2020
• Downloading & unzipping compressed file formats in Google Colab 04 May 2020
• Downloading files from the Web in Google Colab 03 May 2020
• Google newly launches Colab Pro! - comparison of Colab and Colab pro 15 Mar 2020
• Using Dark Theme in Google Colaboratory 17 May 2019
• Using external fonts in Google Colaboratory (Google colab에서 한글 폰트 사용하기) 27 Apr 2018
• Importing files from Google Drive in Google Colab 16 Apr 2018
• Start machine learning with Google Colaboratory! 15 Apr 2018
• Importing local files in Google Colab 15 Apr 2018

Teaching

• Web Crawling and Text Mining with Python in Korean (파이썬 웹 크롤링 & 한국어 텍스트 분석) 16 Apr 2018

Keras

• 케라스와 함께하는 쉬운 딥러닝 (22) - 순환형 신경망(RNN) 모델 만들기 5 02 Aug 2019
• 케라스와 함께하는 쉬운 딥러닝 (21) - 순환형 신경망(RNN) 모델 만들기 4 30 Jul 2019
• 케라스와 함께하는 쉬운 딥러닝 (20) - 순환형 신경망(RNN) 모델 만들기 3 29 Jul 2019
• 케라스와 함께하는 쉬운 딥러닝 (19) - 순환형 신경망(RNN) 모델 만들기 2 12 Jul 2019
• 케라스와 함께하는 쉬운 딥러닝 (18) - 순환형 신경망(RNN) 모델 만들기 1 01 Jul 2019
• 케라스와 함께하는 쉬운 딥러닝 (17) - 순환형 신경망(RNN) 기초 26 Jun 2019
• 케라스와 함께하는 쉬운 딥러닝 (16) - 순환형 신경망(RNN) 기초 25 Jun 2019
• 케라스와 함께하는 쉬운 딥러닝 (15) - 순환형 신경망(RNN) 기초 25 Jun 2019
• 케라스와 함께하는 쉬운 딥러닝 (14) - 다양한 CNN 구조 23 Jun 2019
• 케라스와 함께하는 쉬운 딥러닝 (13) - 다양한 CNN 구조 23 May 2018
• 케라스와 함께하는 쉬운 딥러닝 (12) - 다양한 CNN 구조 16 May 2018
• 케라스와 함께하는 쉬운 딥러닝 (11) - CNN 모델 개선하기 2 05 May 2018
• 케라스와 함께하는 쉬운 딥러닝 (10) - CNN 모델 개선하기 1 04 May 2018
• 케라스와 함께하는 쉬운 딥러닝 (9) - 간단한 합성곱 신경망(CNN) 모델 만들기 03 May 2018
• 케라스와 함께하는 쉬운 딥러닝 (8) - CNN 구조 이해하기 2 02 May 2018
• 케라스와 함께하는 쉬운 딥러닝 (7) - CNN 구조 이해하기 28 Apr 2018
• 케라스와 함께하는 쉬운 딥러닝 (6) - 뉴럴 네트워크의 학습 과정 개선하기 26 Apr 2018
• 케라스와 함께하는 쉬운 딥러닝 (5) - 뉴럴 네트워크의 학습 과정 개선하기 24 Apr 2018
• 케라스와 함께하는 쉬운 딥러닝 (4) - 뉴럴 네트워크의 학습 과정 개선하기 22 Apr 2018
• 케라스와 함께하는 쉬운 딥러닝 (3) - 다층 퍼셉트론 3 (Training MLP with MNIST Dataset) 22 Apr 2018
• 케라스와 함께하는 쉬운 딥러닝 (2) - 다층 퍼셉트론 2 (Classification with MLP) 21 Apr 2018
• 케라스와 함께하는 쉬운 딥러닝 (1) - 다층 퍼셉트론 1 (Regression with MLP) 21 Apr 2018

Attention

• Attention in Neural Networks - 24. BERT (3) Introduction to BERT (Bidirectional Encoder Representations from Transformers) 03 Feb 2021
• Attention in Neural Networks - 23. BERT (2) Introduction to BERT (Bidirectional Encoder Representations from Transformers) 25 Jul 2020
• Attention in Neural Networks - 22. BERT (1) Introduction to BERT (Bidirectional Encoder Representations from Transformers) 24 Jul 2020
• Attention in Neural Networks - 21. Transformer (5) 27 Apr 2020
• Attention in Neural Networks - 20. Transformer (4) 22 Apr 2020
• Attention in Neural Networks - 19. Transformer (3) 21 Apr 2020
• Attention in Neural Networks - 18. Transformer (2) 20 Apr 2020
• Attention in Neural Networks - 17. Transformer (1) 19 Apr 2020
• Attention in Neural Networks - 16. Hierarchical Attention (2) 26 Mar 2020
• Attention in Neural Networks - 15. Hierarchical Attention (1) 25 Mar 2020
• Attention in Neural Networks - 14. Various attention mechanisms (3) 20 Mar 2020
• Attention in Neural Networks - 13. Various attention mechanisms (2) 19 Mar 2020
• Attention in Neural Networks - 12. Various attention mechanisms (1) 18 Mar 2020
• Attention in Neural Networks - 11. Alignment Models (4) 16 Mar 2020
• Attention in Neural Networks - 10. Alignment Models (3) 12 Mar 2020
• Attention in Neural Networks - 9. Alignment Models (2) 06 Mar 2020
• Attention in Neural Networks - 8. Alignment Models (1) 05 Mar 2020
• Attention in Neural Networks - 7. Sequence-to-Sequence (Seq2Seq) (6) 09 Feb 2020
• Attention in Neural Networks - 6. Sequence-to-Sequence (Seq2Seq) (5) 07 Feb 2020
• Attention in Neural Networks - 5. Sequence-to-Sequence (Seq2Seq) (4) 26 Jan 2020
• Attention in Neural Networks - 4. Sequence-to-Sequence (Seq2Seq) (3) 25 Jan 2020
• Attention in Neural Networks - 3. Sequence-to-Sequence (Seq2Seq) (2) 12 Jan 2020
• Attention in Neural Networks - 2. Sequence-to-Sequence (Seq2Seq) (1) 09 Jan 2020
• Attention in Neural Networks - 1. Introduction to attention mechanism 01 Jan 2020

Learning

• How to concentrate by Swami Sarvapriyananda 07 Dec 2020
• Deep learning state of the art 2020 (MIT Deep Learning Series) - Part 3 08 Apr 2020
• Deep learning state of the art 2020 (MIT Deep Learning Series) - Part 2 07 Apr 2020
• Deep learning state of the art 2020 (MIT Deep Learning Series) - Part 1 02 Apr 2020
• The Craft of Writing Effectively (UChicago Leadership Lab) 30 Mar 2020
• How to speak by Patrick Wilson (MIT OpenCourseWare) 27 Mar 2020
• Best self-study materials for Machine Learning/Deep Learning/Natural Language Processing - Free online data science study resources 25 Mar 2020

Recommender systems

• Neural collaborative filtering with fast.ai - Collaborative filtering with Python 17 28 Dec 2020
• Matrix Factorization with fast.ai - Collaborative filtering with Python 16 27 Nov 2020
• Deep Recommender Systems - Collaborative filtering with Python 15 15 Nov 2020
• Implementing Matrix Factorization models in Python - Collaborative filtering with Python 14 22 Oct 2020
• Matrix Factorization for Recommender Systems - Collaborative filtering with Python 13 02 Oct 2020
• Introduction to Matrix Factorization - Collaborative filtering with Python 12 25 Sep 2020
• The Netflix Challenge - Collaborative filtering with Python 11 21 Sep 2020
• Recommender systems with Python - (10) Model-based collaborative filtering - 1 14 Sep 2020
• Recommender systems with Python - (9) Memory-based collaborative filtering - 6 (k-NN with Surprise) 07 Sep 2020
• Recommender systems with Python - (8) Memory-based collaborative filtering - 5 (k-NN with Surprise) 06 Sep 2020
• Recommender systems with Python - (7) Memory-based collaborative filtering - 4 25 Aug 2020
• Recommender systems with Python - (6) Memory-based collaborative filtering - 3 18 Aug 2020
• Recommender systems with Python - (5) Memory-based collaborative filtering - 2 08 Aug 2020
• Recommender systems with Python - (4) Memory-based collaborative filtering - 1 19 Jul 2020
• Recommender systems with Python - (3) Introduction to Surprise package in Python 18 Jul 2020
• Recommender systems with Python - (2) What is collaborative filtering? 14 Jul 2020
• Recommender systems with Python - (1) Introduction to recommender systems 30 May 2020