#FSDL

• Full Stack Deep Learning Lecture 6 MLOps Infrastructure & Tooling at Dec 21, 2021
• Full Stack Deep Learning Lecture 5 ML Projects at Dec 14, 2021

2 posts

#ML

• 리그오브레전드의 승률 예측 모델을 이용한 챔피언 임베딩 시각화 at Nov 27, 2023
• 리그오브레전드의 챔피언 픽으로 승률 예측하기 at Nov 26, 2023
• 8 Lessons Learn Building Threat Detection Systems as an MLE at Nov 07, 2022
• 우버 - Michelangelo blog post at Jul 24, 2022
• 머신러닝에서의 time travel 문제 at Jul 11, 2022

5 posts

#Operation

• 8 Lessons Learn Building Threat Detection Systems as an MLE at Nov 07, 2022
• 우버 - Michelangelo blog post at Jul 24, 2022
• 머신러닝에서의 time travel 문제 at Jul 11, 2022
• Tips for Fluet logger at Jul 08, 2022
• Fluent Bit 동작 방식 이해를 위한 노트 at May 11, 2022

5 posts

#bazel

• Enabling S3 Filesystem Support for TensorFlow Serving at Jan 17, 2023
• Set up intellisense for Python and Bazel project for VSCode at Oct 04, 2022
• Writing gRPC client for TensorFlow Serving in other languages (golang) at Dec 29, 2021
• How to import TensorFlow Serving APIs for C++ in Bazel project at Dec 15, 2021
• How to configure .bazelrc with platform at Dec 13, 2021

5 posts

#book

• 책 - 아마존처럼 회의하라 at Dec 03, 2021

1 posts

#c++

• Implement a custom C/C++ DSO plugin for Fluent Bit at Mar 16, 2023

1 posts

#conference

• Google Cloud Next 24 Review at Apr 18, 2024
• Google Cloud Next 23 Review at Sep 26, 2023
• AWS re:Invent 2022 Review at Dec 13, 2022
• I/O Extended Seoul 2022 발표 - AI/ML at Google I/O 22 at Jun 21, 2022
• ML Community Day 정리 at Nov 10, 2021
• PyTorch Ecosystem Day 2021 at Apr 22, 2021
• 편리한 NLP를 위한 TensorFlow-Text와 RaggedTensor at Feb 27, 2021
• if(kakao)2020 세션 정리 at Nov 30, 2020
• PyTorch Developer Day 2020 at Nov 17, 2020
• Pycon KR 2019 at Sep 03, 2019
• 🎊 F8 2019 Hackathon at May 15, 2019

11 posts

#cs224n

• CS224n Lecture 18 Constituency Parsing and Tree Recursive Neural Networks at Jul 14, 2019
• CS224n Lecture 17 The Natural Language Decathlon: Multitask Learning as Question Answering at Jul 07, 2019
• CS224n Lecture 15 Natural Language Generation at Jun 29, 2019
• CS224n Lecture 14 Transformers and Self-Attention For Generative Models at Jun 09, 2019
• CS224n Lecture 13 Modeling contexts of use: Contextual Representations and Pretraining at Jun 09, 2019
• CS224n Lecture 12 Information from parts of words: Subword Models at Jun 09, 2019
• CS224n Lecture 11 ConvNets for NLP at Jun 08, 2019
• CS224n Lecture 10 (Textual) Question Answering at Jun 08, 2019
• CS224n Lecture 9 Practical Tips for Final Projects at May 26, 2019
• CS224n Lecture 8 Machine translation, Seq2seq, Attention at May 26, 2019
• CS224n Lecture 7 Vanishing Gradients, Fancy RNNs at May 19, 2019
• CS224n Lecture 6 Language Models and RNNs at Apr 21, 2019
• CS224n Lecture 5 Dependency Parsing at Apr 20, 2019
• CS224n assignments 1 & 2 at Apr 18, 2019
• CS224n Lecture 4 Backpropagation at Apr 13, 2019
• CS224n Lecture 3 Neural Network at Apr 09, 2019
• CS224n Lecture 2 Word Vectors and Word Senses at Apr 07, 2019
• CS224n Lecture 1 Introduction and Word Vectors at Apr 06, 2019

18 posts

#cs224w

• CS224W Lecture 4 Link Analysis: PageRank at Nov 11, 2021
• CS224W Lecture 3 Node Embeddings at Nov 11, 2021
• CS224W Lecture 2 Traditional feature based methods at Nov 08, 2021
• CS224W Lecture 1 Introduction at Oct 19, 2021

4 posts

#cs231n

• KNN 방식의 Image Classifier at Sep 08, 2018
• CS231n Lecture 5. Convolutional Neural Networks at Sep 06, 2018
• CS231n Lecture 4. Introduction to Neural Networks at Sep 04, 2018
• CS231n Lecture 3. Loss Function and Optimization at Jul 22, 2018
• CS231n Python Numpy Tutorial at Aug 21, 2017
• CS231n Nearest Neighbor 방식의 Image Classifier at Aug 21, 2017
• CS231n Linear Classification 방식의 Image Classifier at Aug 21, 2017
• CS231n KNN 방식의 Image Classifier at Aug 21, 2017
• CS231n Lecture 2. Image Classification Pipeline at Aug 20, 2017
• CS231n Lecture 1. Introduction to Convolutional Neural Networks for Visual Recognition at Aug 20, 2017

10 posts

#cs330

• CS330 Lecture 2 Multi-Task & Meta-Learning Basics at Apr 06, 2021
• CS330 Lecture 1 Introduction & Overview at Mar 24, 2021

2 posts

#game

• 리그오브레전드의 승률 예측 모델을 이용한 챔피언 임베딩 시각화 at Nov 27, 2023
• 리그오브레전드의 챔피언 픽으로 승률 예측하기 at Nov 26, 2023

2 posts

#github

• GitHub Codespaces에서 Dev container 설정해보기 at Dec 02, 2021

1 posts

#golang

• Writing gRPC client for TensorFlow Serving in other languages (golang) at Dec 29, 2021

1 posts

#link-only

• [Link] Why Karrot Uses TFX, and How to Improve Productivity on ML Pipeline Development at May 08, 2022
• [Link] TFX와 함께 머신러닝 파이프라인 개발하기 at Mar 30, 2022

2 posts

#llvm

• MLIR 이야기 at Feb 19, 2022

1 posts

#nlp

• nori-clone 개발 노트 at Feb 18, 2022
• 형태소 분석기와 Branching entropy를 활용한 비지도 신조어 탐색 at Feb 16, 2022
• DistilKoBERT sentence encoder 만들어보기 at Dec 02, 2021
• (LaBSE + Load what you need) & TF Hub at Sep 27, 2021
• SimCSE 리뷰 & KR-BERT 이용해서 구현해보기 at Jul 23, 2021
• 편리한 NLP를 위한 TensorFlow-Text와 RaggedTensor at Feb 27, 2021
• 한국어 띄어쓰기 모델 작성하기 at Sep 23, 2020
• 🤗 The Future of Natural Language Processing - Model Size and Computational Efficiency at May 11, 2020

8 posts

#non-tech

• 🎊 F8 2019 Hackathon at May 15, 2019
• Jpub 베타리더를 되돌아보며 at Apr 01, 2019
• 슬랙 개인용으로 사용하기 at Nov 28, 2018

3 posts

#note

• Smart image cropping using self-attention at May 15, 2022
• ML 엔지니어 입장에서 개발 언어에 대한 생각 at May 12, 2022
• CLIP Self Attention Visualization at May 04, 2021
• C++ std::unique 동작 at Jan 02, 2021
• "Clean Architecture: A Craftsman's Guide to Software Structure and Design" 1 - Introduction and Programming Paradigms at Aug 24, 2020
• Compound File Binary File Format 오버뷰..? at Aug 22, 2020
• Mongo DB Sharding at Apr 22, 2019
• Deep Learning Chapter 2 Linear Algebra at Apr 18, 2019
• GitHub + CircleCI + AWS CodeDeploy 설정하기 at Oct 10, 2017

9 posts

#paper

• (LaBSE + Load what you need) & TF Hub at Sep 27, 2021
• ViT는 태스크를 어떻게 풀어낼까? at Aug 23, 2021
• SimCSE 리뷰 & KR-BERT 이용해서 구현해보기 at Jul 23, 2021
• Pretrained Transformers As Universal Computation Engines 리뷰 at Apr 19, 2021
• TextSETTR: Label-Free Text Style Extraction and Tunable Targeted Restyling 리뷰 at Mar 21, 2021
• Hidden Technical Debt in Machine Learning Systems at Dec 28, 2020
• 최근 읽은 논문/아티클 정리 (Triplet Loss for Knowledge Distillation, Weight Distillation, Understanding and Improving Knowledge Distillation) at Oct 21, 2020
• 최근 읽은 논문/아티클 정리 (PRADO, Quasi-RNN, Advancing NLP with Efficient Projection-Based Model Architectures, Small and Practical BERT Models for Sequence Labeling) at Oct 13, 2020
• 최근 읽은 논문 정리 (AIN, Repulsive Attention, Improving Transformer Optimization Through Better Initialization, ReZero) at Sep 25, 2020
• MIXOUT: Effective Regularization to Finetune Large-scale Pretrained Language Model at Sep 08, 2020
• On Layer Normalization in the Transformer Architecture 리뷰 at Jul 16, 2020
• Fast and Accurate Deep Bidirectional Language Representation for Unsupervised Learning 리뷰 at Jul 12, 2020
• Revealing the Dark Secrets of BERT 리뷰 at Jul 06, 2020
• Are Sixteen Heads Really Better than One? 리뷰 at May 18, 2020
• Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned 리뷰 at May 18, 2020
• DialoGPT: Large-Scale Generative Pre-training for Conversational Response Generation 리뷰 at May 02, 2020
• ZeRO: Memory Optimization Towards Training A Trillion Parameter Models 리뷰 at May 01, 2020
• TinyBERT: Distilling BERT For Natual Language Understanding 리뷰 at May 01, 2020
• Layer Normalization 리뷰 at May 01, 2020
• Efficient 8-Bit Quantization of Transformer Neural Machine Language Translation Model 리뷰 at Apr 27, 2020
• Patient Knowledge Distillation for BERT Model Compression 리뷰 at Apr 16, 2020
• Improving Multi-Task Deep Neural Networks via Knowledge Distillation for Natural Language Understanding 리뷰 at Apr 16, 2020
• Distilling the Knowledge in a Neural Network 리뷰 at Apr 16, 2020
• Q8BERT: Quantized 8Bit BERT 리뷰 at Apr 14, 2020
• FastBERT: a Self-distilling BERT with Adaptive Inference Time 리뷰 at Apr 14, 2020
• DynaBERT: Dynamic BERT with Adaptive Width and Depth 리뷰 at Apr 13, 2020
• transformers.zip 리뷰 at Oct 27, 2019
• ALBERT 리뷰 at Oct 27, 2019
• RoBERTa 리뷰 at Oct 27, 2019
• DistilBert 리뷰 at Oct 27, 2019
• GPT2 리뷰 at Oct 27, 2019
• GPT 리뷰 at Oct 20, 2019
• BERT 리뷰 at Oct 14, 2019
• Mecab을 살펴보자 at Oct 09, 2019
• Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data at Oct 07, 2019
• Review of "Attention Is All You Need" at Jul 21, 2019
• GloVe 논문 정리해보기 at Apr 08, 2019
• Negative Sampling 논문 정리해보기 at Apr 07, 2019
• Word2Vec 논문 정리해보기 at Apr 06, 2019
• Efficient BackProp 정리 at Jul 24, 2018

40 posts

#protobuf

• proto3 문법의 optional label (Field presence) at Feb 17, 2022

1 posts

#python

• Set up intellisense for Python and Bazel project for VSCode at Oct 04, 2022
• 형태소 분석기와 Branching entropy를 활용한 비지도 신조어 탐색 at Feb 16, 2022
• SplitterWithOffsets - split_with_offsets를 UTF8 단위로 변경하기 at Nov 25, 2021
• SchemaGen의 결과물로부터 FeatureSpec을 얻는 방법 at Aug 10, 2021
• TensorFlow Model.compile Customization 시 Mixed Precision Training 실패 at Jul 25, 2021
• SimCSE 리뷰 & KR-BERT 이용해서 구현해보기 at Jul 23, 2021
• CLIP Self Attention Visualization at May 04, 2021
• SentencePiece 새로운 토큰 추가하기 at Apr 16, 2021
• List Comprehension이 빠른 이유를 찾아보자 at Jun 21, 2020
• PEP(Python Enhancement Proposal)란 무엇일까 at Mar 27, 2020
• 핑퐁팀의 Python 문화 구축기 at Feb 12, 2020
• python assignment operator (PEP 572) at Apr 05, 2019
• flask에서 profiling 하기 at Apr 04, 2019
• python의 profiler at Mar 01, 2019
• Python GIL at Feb 20, 2019
• Python Iterator at Feb 16, 2019
• Python에서 시간측정하기 at Feb 15, 2019
• Flask로 CI 구성해보기 at Aug 30, 2017
• CS231n Python Numpy Tutorial at Aug 21, 2017
• CS231n Nearest Neighbor 방식의 Image Classifier at Aug 21, 2017
• CS231n Linear Classification 방식의 Image Classifier at Aug 21, 2017
• CS231n KNN 방식의 Image Classifier at Aug 21, 2017

22 posts

#pytorch

• Smart image cropping using self-attention at May 15, 2022
• PyTorch Ecosystem Day 2021 at Apr 22, 2021
• 하나의 조직에서 TensorFlow와 PyTorch 동시 활용하기 at Dec 04, 2020
• 딥러닝 모델 서비스 A-Z 2편 - Knowledge Distillation at Nov 18, 2020
• PyTorch Developer Day 2020 at Nov 17, 2020
• Apex's FusedLayerNorm vs Torch's LayerNorm at Jun 17, 2020
• 딥러닝 모델 서비스 A-Z 1편 - 연산 최적화 및 모델 경량화 at Mar 11, 2020
• PyTorch C++ FrontEnd 개발환경 맥에서 세팅 at Oct 21, 2019

8 posts

#scatterlab

• TensorFlow Custom Op으로 데이터 변환 최적화하기; 4.697ms → 17.147μs at Jan 07, 2021
• 하나의 조직에서 TensorFlow와 PyTorch 동시 활용하기 at Dec 04, 2020
• 딥러닝 모델 서비스 A-Z 2편 - Knowledge Distillation at Nov 18, 2020
• 딥러닝 모델 서비스 A-Z 1편 - 연산 최적화 및 모델 경량화 at Mar 11, 2020
• 핑퐁팀의 Python 문화 구축기 at Feb 12, 2020

5 posts

#studyjam

• 2019 머신러닝 스터디잼 중급반 at May 19, 2019
• 2019 Cloud Studyjam 중급반(k8s) 1 at Apr 02, 2019
• 2019 머신러닝 스터디잼 입문반 at Feb 11, 2019
• Kubernetes 패키지 매니저 Helm at Feb 06, 2019
• 2019 클라우드 스터디잼 4~6 - kubernetes at Feb 04, 2019
• 2019 클라우드 스터디잼 1~3 - kubernetes at Feb 03, 2019

6 posts

#tensorflow

• Enabling S3 Filesystem Support for TensorFlow Serving at Jan 17, 2023
• I/O Extended Seoul 2022 발표 - AI/ML at Google I/O 22 at Jun 21, 2022
• [Link] Why Karrot Uses TFX, and How to Improve Productivity on ML Pipeline Development at May 08, 2022
• [Link] TFX와 함께 머신러닝 파이프라인 개발하기 at Mar 30, 2022
• MLIR 이야기 at Feb 19, 2022
• Writing gRPC client for TensorFlow Serving in other languages (golang) at Dec 29, 2021
• How to import TensorFlow Serving APIs for C++ in Bazel project at Dec 15, 2021
• DistilKoBERT sentence encoder 만들어보기 at Dec 02, 2021
• (LaBSE + Load what you need) & TF Hub at Sep 27, 2021
• TFX 1.0 이하 버전, KubeFlow 상에서 메시지가 너무 커서 실행이 불가능할 때 at Aug 20, 2021
• SchemaGen의 결과물로부터 FeatureSpec을 얻는 방법 at Aug 10, 2021
• TensorFlow Model.compile Customization 시 Mixed Precision Training 실패 at Jul 25, 2021
• SimCSE 리뷰 & KR-BERT 이용해서 구현해보기 at Jul 23, 2021
• TensorFlow Datasets로 tfds-korean 작성하기 at Apr 25, 2021
• TensorFlow의 softmax_cross_entropy_with_logits의 Non-determinism 이슈 at Mar 23, 2021
• TensorFlow의 SparseCategoricalCrossentropy의 from_logits 옵션 at Mar 08, 2021
• 편리한 NLP를 위한 TensorFlow-Text와 RaggedTensor at Feb 27, 2021
• TensorFlow Custom Op으로 데이터 변환 최적화하기; 4.697ms → 17.147μs at Jan 07, 2021
• 하나의 조직에서 TensorFlow와 PyTorch 동시 활용하기 at Dec 04, 2020
• 딥러닝 모델 서비스 A-Z 2편 - Knowledge Distillation at Nov 18, 2020
• 딥러닝 모델 서비스 A-Z 1편 - 연산 최적화 및 모델 경량화 at Mar 11, 2020
• 성능을 위한 TensorFlow Serving 커스텀 빌드 at Feb 26, 2020

22 posts

#tfx

• Receiving Google Open Source Peer Bonus Award 2022 at Oct 04, 2022
• [Link] Why Karrot Uses TFX, and How to Improve Productivity on ML Pipeline Development at May 08, 2022
• [Link] TFX와 함께 머신러닝 파이프라인 개발하기 at Mar 30, 2022
• TFX 1.0 이하 버전, KubeFlow 상에서 메시지가 너무 커서 실행이 불가능할 때 at Aug 20, 2021
• SchemaGen의 결과물로부터 FeatureSpec을 얻는 방법 at Aug 10, 2021

5 posts

#unity

• Unity ML-Agents로 3DBalanceBall 예제 돌려보기 at Nov 16, 2021

1 posts

#web

• Vue에서 v-html warning 없이 줄바꿈하기 at Dec 21, 2018
• VSCode에서 Aliasing된 경로들 intellisense 지원하기 at Nov 22, 2018
• CircleCI에서 jest 사용할 때 ENOMEM이 뜨는 오류 at Nov 22, 2018
• Channel IO 커스텀화 at Oct 28, 2018

4 posts

#당근마켓

• [Link] Why Karrot Uses TFX, and How to Improve Productivity on ML Pipeline Development at May 08, 2022
• [Link] TFX와 함께 머신러닝 파이프라인 개발하기 at Mar 30, 2022

2 posts