Category

• ML 16
• NLP 14
• DB 14
• AIStudy 6
• Python 5
• RL 5
• LightWeight 5
• Others 4
• XAI 4
• CV 4
• AIPaperLightWeight 4
• AIPaperCV 3
• AIOthers 2
• AIPaperOthers 1
• AIPaperNLP 1

ML

PCA - Image Compression(이미지 압축)  2022.08.14 ML Image Compression PCA

Hierarchical Agglomerate Clustering(HAC) - 포켓몬 군집화  2022.08.14 ML Clustering HAC Pokemon

LeNet 신경망 - MiniPlaces 이미지 분류  2022.08.14 ML Classification LeNet PyTorch

Transfer Learning #2 - Classification  2022.08.04 ML Classification CNN Transfer Learning

Transfer Learning #1 - Classification  2022.08.03 ML Classification CNN Transfer Learning

CNN - Classification: fashionMNIST  2022.08.02 ML Classification CNN FashionMNIST

ANN - Regression: House Sales Prediction  2022.08.02 ML ANN Regression

ANN - Classification: Diabetes Prediction  2022.08.02 ML ANN Classification

RNN - Time Series: LSTM  2022.08.01 ML LSTM RNN Time Series

CNN - Classification: MNIST with Tensorflow  2022.08.01 ML CNN MNIST PyTorch Tensorflow

ANN - Regression  2022.07.26 ML ANN Regression

ANN - Regression: Bike Rental Prediction  2022.07.26 ML ANN Regression

LeNet - Traffic Signs Classification  2022.07.24 ML Classification LeNet

Profit Time Series  2022.07.23 ML LSTM Prophet Time Series

Deep Learning - CIFAR-10 Classification  2022.07.23 ML CIFAR-10 Classification CNN

ANN - Car Sales Prediction  2022.07.22 ML ANN Regression

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NLP

[개발] 긴 영문 글/기사 요약번역 웹 페이지 구현하기  2022.08.25 NLP NLP Streamlit Text Summarization Translator

KoBERT 실습  2022.08.23 NLP BERT BPE KoBERT NLP WordPiece

[개발] PART 7: Name Entity Recognition (NER) 앱  2022.08.16 NLP NER NLP

ConvS2S, Self-Attention, Multi-head Attention  2022.08.08 NLP ConvS2S Multi-head Attention NLP Self-Attention Transformer

언어모델, Seq2Seq, Attention Models  2022.08.08 NLP Attention NLP Language Model Seq2Seq

자연어와 Word Embedding  2022.08.08 NLP GloVe NLP One Hot Encoding Word Embedding Word2Vec

NLP: Data Preprocessing  2022.08.01 NLP Data Preprocessing NLP

[개발] PART 6: Transformer - GPT-2  2022.07.29 NLP GPT NLP Transformer

[개발] PART 5: Topic Modeling  2022.07.28 NLP NLP Topic Modeling

[개발] PART 4: Naive Classifier  2022.07.28 NLP Naive Classifier NLP

NLP Basic  2022.07.24 NLP NLP python

[개발] PART 3: Voice Recognition  2022.07.22 NLP NLP STT TTS Voice Recognition

[개발] PART 2: Word Embedding  2022.07.20 NLP NLP Word Embedding

[개발] PART 1: Text Mining and Tokenization  2022.07.20 NLP NLP python

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DB

DBMS: Normalization  2022.12.12 DB Database Normalization

DBMS: Transaction Management  2022.12.10 DB Database Transaction Management

DBMS: Query Optimization  2022.11.30 DB Database Query Optimization

DBMS: Evaluation of Relational Operations  2022.11.30 DB Database External Sorting Relational Operations

DBMS: External Sorting & Relational Operations  2022.11.20 DB Database External Sorting Relational Operations

DBMS: Relational Algebra  2022.11.02 DB Database Relational Algebra

DBMS: Basic RA Operations  2022.10.19 DB Basic RA Operations Database

DBMS: File Organization and Indexing  2022.10.14 DB Database Files Indexing

DBMS: 데이터 저장 Disks and Files  2022.10.05 DB Buffer Database Disk Files

DBMS: SQL  2022.10.04 DB Database SQL

DBMS: ER Diagram ~ 관계 모델 변환  2022.09.29 DB Database ER Diagram Relational Model

DBMS: Relational Model(관계 모델)  2022.09.22 DB Database Relational Model Relation

DBMS(데이터베이스 관리 시스템) 설계 개요: ER Model  2022.09.22 DB Database DBMS ER Model

DBMS(데이터베이스 관리 시스템) 개요  2022.09.08 DB Database DBMS

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AIStudy

SQL Database in Python  2022.09.01 AIStudy Database Python SQL

PART 3: Data Visualization Techniques  2022.08.26 AIStudy Bokeh Data Visualization Python Seaborn

PART 2: Data Visualization Techniques  2022.08.23 AIStudy Data Visualization Python

PART 1: Data Visualization Techniques  2022.08.22 AIStudy Data Visualization Python

Data Preprocessing Techniques  2022.08.06 AIStudy Data Preprocessing Python

AI 학습자료  2022.07.26 AIStudy AI Graduate School KAIST SNU

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Python

Python: FastAPI, Openpyxl 웹 페이지  2022.09.01 Python DB FastAPI Openpyxl Python Web App

Python: 이메일 보내기 (SMTP)  2022.08.18 Python Email Python

Python: Data Crawling  2022.08.18 Python BeautifulSoup Python sqlite SQL

Python: PART 2 - 서버없이 웹 어플 구현하기 (Streamlit)  2022.08.13 Python Opencv Python Web App Streamlit

Python: PART 1 - 서버없이 웹 어플 구현하기 (Streamlit)  2022.08.07 Python Python Web App Streamlit

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RL

[강화학습] Marcov Decision Process (MDP) 이해하기  2023.02.21 RL MDP Reinforcement Learning

[강화학습] Q-Learning 이해하기  2023.02.20 RL Q-Learning Reinforcement Learning

Minimax 알고리즘 - Teeko Game  2022.08.14 RL Machine Learning Minimax Teeko Board Game

Reinforcement Learning - Q-Learning 알고리즘  2022.08.14 RL Q-learning Reinforcement Learning

A* Search - 8-tile Puzzle Game  2022.08.14 RL A* Search Game Machine Learning

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LightWeight

DenseNet, SqueezeNet, MobileNet 이해하기  2023.02.15 LightWeight DenseNet MobileNet Quantization SqueezeNet

Meta, Transfer, Multi-task, Continual Learning 차이  2023.02.14 LightWeight Continual Learning Meta Learning Multi-task Learning Transfer Learning

Auto Encoder(오토 인코더) 이해하기  2023.02.14 LightWeight AutoEncoder Compression

Quantization 기본기 다지기  2023.02.13 LightWeight Non-uniform PTQ QAT Quantization Uniform

초거대AI 멀티모델(MultiModal)이란?  2023.02.11 LightWeight HyperscaleAI MultiModal Transformer

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Others

Self/Semi-supervised Learning for Scene Text Recognition  2023.02.17 Others Scene Text Recognition Self/Semi Supervised Learning

[논문분석]   2023.02.07 Others Model Compression Pruning Quantization

How to Speak (Patrick Winston)  2023.01.27 Others PPT Research

How to Write Markdown  2022.07.19 Others markdown

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XAI

설명 가능한 AI (XAI): Quantitative Metrics & Sanity Check/Robustness  2022.08.20 XAI Quantitative Metrics Robustness Sanity check XAI

설명 가능한 AI (XAI): Perturbation Map & Influence Map  2022.08.19 XAI Inception LIME Perturbation Map RISE XAI

설명 가능한 AI(Explainable AI, XAI)... 왜 중요할까?  2022.08.18 XAI XAI

설명 가능한 AI (XAI): Saliency Map  2022.08.18 XAI CAM Grad CAM Saliency Map SmoothGrad XAI

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CV

[자율주행 시뮬레이터] CARLA Road Side Unit(RSU) 이해  2022.10.11 CV CARLA Python RSU Window

[자율주행 시뮬레이터] CARLA 오브젝트 생성, 날씨 변경, Autopilot, Spectator  2022.10.06 CV CARLA Python Window

[자율주행 시뮬레이터] CARLA 서버·클라이언트 생성하기  2022.09.27 CV CARLA Python Window

[자율주행 시뮬레이터] CARLA 0.9.12 설치 (Window 10)  2022.09.26 CV CARLA Python Window

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AIPaperLightWeight

[논문분석] AlphaTuning: Quantization-Aware Parameter-Efficient Adaptation of Large-Scale Pre-Trained Language Models  2023.02.22 AIPaperLightWeight AlphaTuning Model Compression Pruning Quantization

[논문분석] XNOR-NET  2023.02.14 AIPaperLightWeight Binarization Light-weight Model Compression XNOR

[논문분석] Teaching Assistant Knowledge Distillation  2023.02.14 AIPaperLightWeight Knowledge Distillation Light-weight Model Compression

[논문분석] Binarized Neural Networks  2023.02.07 AIPaperLightWeight Binarization Light-weight Model Compression

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AIPaperCV

[논문 분석] End-to-End Object Detection with Transformers (ECCV 2020)  2022.10.23 AIPaperCV Object Detection Transformer

[논문 분석] Generative Adversarial Nets, GAN (NIPS 2014)  2022.08.23 AIPaperCV GAN Image Geneartion

[논문 분석] Learning loss for active learning (CVPR 2019)  2022.08.01 AIPaperCV Active Learning CVPR CV

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AIOthers

CPU, GPU(CUDA), FPGA, NPU, TPU 이해  2023.02.08 AIOthers CPU CUDA FPGA GPU NPU TPU

사용자 기반 협업 필터링 (Collaborative Filtering) - 영화 추천 시스템 (Movie Recommender Systems)  2022.07.25 AIOthers Correlation Movie Recommendation

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AIPaperOthers

[논문 분석] Deep Learning-Based Vehicle Anomaly Detection by Combining Vehicle Sensor Data (KAIS 2021)  2022.08.08 AIPaperOthers KAIS Self-driving

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AIPaperNLP

[논문 분석] A Multi-Task Benchmark for Korean Legal Language Understanding and Judgement Prediction (arXiv 2022)  2022.08.12 AIPaperNLP arXiv Kaist Korean Legal Language

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