AITech

[AITech][Final Project][P stage] 20220606 - 최종 프로젝트 16일차

06/06/2022   ↪AI ↪AITech

less than 1 minute read

[AITech][Final Project][P stage] 20220602 - 최종 프로젝트 14일차

06/02/2022   ↪AI ↪AITech

3 minute read

[AITech][Office Hour] 20220530 - 포트폴리오 특강

05/30/2022   ↪AI ↪AITech

1 minute read

[AITech][Final Project][P stage] 20220530 - 최종 프로젝트 11일차

05/30/2022   ↪AI ↪AITech

less than 1 minute read

[AITech][Product Serving] 20220530 - BentoML & AirFlow

05/30/2022   ↪AI ↪AITech

2 minute read

[AITech][Final Project][P stage] 20220527 - 최종 프로젝트 10일차

05/27/2022   ↪AI ↪AITech

6 minute read

[AITech][Product Serving] 20220526 - Logging

05/26/2022   ↪AI ↪AITech

2 minute read

[AITech][Final Project][P stage] 20220525 - 최종 프로젝트 8일차

05/25/2022   ↪AI ↪AITech

less than 1 minute read

[AITech][Product Serving] 20220525 - Fast API 3 (Fast API 심화)

05/25/2022   ↪AI ↪AITech

☑Event Handler ☑API Router ☑Error Handling ☑Background Task

1 minute read

[AITech][Product Serving] 20220524 - Fast API 2 (Fast API 기본 지식)

05/24/2022   ↪AI ↪AITech

☑Fast API ☑Pydantic

3 minute read

[AITech][Final Project][P stage] 20220523 - 최종 프로젝트 6일차

05/23/2022   ↪AI ↪AITech

less than 1 minute read

[AITech][Product Serving] 20220523 - Fast API 1 (Fast API 개요)

05/23/2022   ↪AI ↪AITech

☑Rest API ☑Fast API

2 minute read

[AITech][Final Project][P stage] 20220519 - 최종 프로젝트 4일차

05/19/2022   ↪AI ↪AITech

1 minute read

[AITech][Final Project][P stage] 20220518 - 최종 프로젝트 3일차

05/18/2022   ↪AI ↪AITech

1 minute read

[AITech][Product Serving] 20220518 - Serving - Cloud, CI/CD

05/18/2022   ↪AI ↪AITech

2 minute read

[AITech][Product Serving] 20220517 - Prototyping - Voila, Streamlit

05/17/2022   ↪AI ↪AITech

3 minute read

[AITech][Final Project][P stage] 20220516 - 최종 프로젝트 1일차

05/16/2022   ↪AI ↪AITech

less than 1 minute read

[AITech][Product Serving] 20220516 - Product Serving 개론

05/16/2022   ↪AI ↪AITech

10 minute read

[AITech][Semantic Segmentation][P stage] 20220515 - Retrospect

05/15/2022   ↪AI ↪AITech

1 minute read

[AITech][Semantic Segmentation][P stage] 20220514 - Wrap Up

05/14/2022   ↪AI ↪AITech

less than 1 minute read

[AITech][Semantic Segmentation][P stage] 20220513 - Solutions

05/13/2022   ↪AI ↪AITech

2 minute read

[AITech][Semantic Segmentation] 20220502 - Semantic Segmentation 연구 동향

05/02/2022   ↪AI ↪AITech

less than 1 minute read

[AITech][Semantic Segmentation] 20220501 - Semantic Segmentation Competition

05/01/2022   ↪AI ↪AITech

4 minute read

[AITech][Semantic Segmentation] 20220427 - High Performance U-Net Models

04/27/2022   ↪AI ↪AITech

☑U-Net ☑U-Net++ ☑U-Net 3+

7 minute read

[AITech][Semantic Segmentation] 20220426 - Advanced Segmentation Models 2

04/26/2022   ↪AI ↪AITech

☑DeepLabv2 ☑PSPNet ☑DeepLabv3 ☑DeepLabv3+

5 minute read

[AITech][Semantic Segmentation] 20220426 - Advanced Segmentation Models 1

04/26/2022   ↪AI ↪AITech

☑DeconvNet ☑SegNet ☑FC DenseNet ☑UNet ☑DeepLab v1 ☑DilatedNet

8 minute read

[AITech][Semantic Segmentation] 20220425 - Semantic Segmentation Basic: FCN

04/25/2022   ↪AI ↪AITech

5 minute read

[AITech][Semantic Segmentation] 20220425 - Introduction

04/25/2022   ↪AI ↪AITech

☑COCO dataset ☑EDA ☑metric

1 minute read

[AITech][Data Annotation][P stage] 20220422 - Solutions

04/22/2022   ↪AI ↪AITech

2 minute read

[AITech][Data Annotation] 20220418 - Bag of Tricks

04/18/2022   ↪AI ↪AITech

☑Synthetic Data ☑Data Augmentation ☑Multi-scale training

4 minute read

[AITech][Data Annotation] 20220418 - Advanced Text Detection Models

04/18/2022   ↪AI ↪AITech

☑DBNet ☑MOST ☑TextFuseNet

4 minute read

[AITech][Data Annotation] 20220414 - Text Detection metrics

04/14/2022   ↪AI ↪AITech

3 minute read

[AITech][Data Annotation] 20220414 - CV Annotation Tools

04/14/2022   ↪AI ↪AITech

2 minute read

[AITech][Data Annotation] 20220413 - OCR 데이터 소개

04/13/2022   ↪AI ↪AITech

☑데이터 수집 방법 ☑OCR 데이터셋 ☑UFO format

4 minute read

[AITech][Data Annotation] 20220413 - Annotation Guideline 작성법

04/13/2022   ↪AI ↪AITech

4 minute read

[AITech][Data Annotation] 20220412 - Text Detection

04/12/2022   ↪AI ↪AITech

☑Regression/Segmentation ☑Character/Word ☑EAST model

4 minute read

[AITech][Data Annotation] 20220412 - OCR Technology and Services

04/12/2022   ↪AI ↪AITech

☑OCR

2 minute read

[AITech][Data Annotation] 20220411 - 데이터 제작의 중요성

04/11/2022   ↪AI ↪AITech

4 minute read

[AITech][Object Detection][P stage] 20220408 - Retrospect

04/08/2022   ↪AI ↪AITech

3 minute read

[AITech][Object Detection][P stage] 20220408 - More Tips

04/08/2022   ↪AI ↪AITech

☑Solution

2 minute read

[AITech][Object Detection][P stage] 20220406 - MMDetection

04/06/2022   ↪AI ↪AITech

9 minute read

[AITech][Object Detection][P stage] 20220404 - Starting Object Detection

04/04/2022   ↪AI ↪AITech

☑COCO ☑EDA ☑Library ☑Loss

6 minute read

[AITech][Object Detection] 20220401 - Object Detection Competition

04/01/2022   ↪AI ↪AITech

☑mAP ☑Pipeline ☑Validation ☑Augmentation ☑Ensemble&TTA ☑Kaggle

9 minute read

[AITech][Object Detection] 20220331 - Advanced Object Detection 2

03/31/2022   ↪AI ↪AITech

☑YOLOv4 ☑M2Det ☑CornerNet

10 minute read

[AITech][Object Detection] 20220330 - Advanced Object Detection 1

03/30/2022   ↪AI ↪AITech

☑Cascade RCNN ☑Deformable Convolution ☑DETR ☑Swin Transformer'

8 minute read

[AITech][Object Detection] 20220329 - MMDetection - PyTorch Randomness 제어하기

03/29/2022   ↪AI ↪AITech ↪PyTorch

☑mmdetection

4 minute read

[AITech][Object Detection] 20220323 - EfficientDet

03/23/2022   ↪AI ↪AITech

3 minute read

[AITech][Object Detection] 20220323 - 1 Stage Detectors

03/23/2022   ↪AI ↪AITech

☑YOLO ☑SSD ☑RetinaNet

6 minute read

[AITech][Object Detection] 20220322 - Neck

03/22/2022   ↪AI ↪AITech

6 minute read

[AITech][Object Detection] 20220321 - 2 Stage Detectors

03/21/2022   ↪AI ↪AITech

8 minute read

[AITech][NLP] 20220318 - Part 5) Self-supervised Pre-training Models

03/18/2022   ↪AI ↪AITech

9 minute read

[AITech][NLP] 20220317 - Part 4) Transformer

03/17/2022   ↪AI ↪AITech

15 minute read

[AITech][CV] 20220316 - Part 8) 3D Understanding

03/16/2022   ↪AI ↪AITech

5 minute read

[AITech][CV] 20220315 - Part 7) Multi-modal Learning

03/15/2022   ↪AI ↪AITech

12 minute read

[AITech][CV] 20220315 - Part 6) Conditional Generative Model

03/15/2022   ↪AI ↪AITech

9 minute read

[AITech][CV] 20220314 - Part 5) Instance/Panoptic segmentation & Landmark localization

03/14/2022   ↪AI ↪AITech

12 minute read

[AITech][NLP] 20220311 - Part 3) Seq2seq with attention, Beam Search and BLEU Score

03/11/2022   ↪AI ↪AITech

11 minute read

[AITech][NLP] 20220310 - Part 2) RNN, LSTM, and GRU

03/10/2022   ↪AI ↪AITech

12 minute read

[AITech][NLP] 20220310 - Part 1) Bag of Words & Word Embedding

03/10/2022   ↪AI ↪AITech

☑Word2Vec ☑GloVe

10 minute read

[AITech][CV] 20220308 - Part 4) CNN Visualization

03/08/2022   ↪AI ↪AITech

☑Filter ☑Saliency Map ☑Activation Map ☑Backpropagate features ☑Grad-CAM

10 minute read

[AITech][CV] 20220308 - Part 3) Object Detection

03/08/2022   ↪AI ↪AITech

☑Single-stage detector ☑Two-stage detector ☑Focal loss ☑RetinaNet ☑DETR

2 minute read

[AITech] 20220308 - Do Learn Do Learn 2회차

03/08/2022   ↪AI ↪AITech

☑이력서

1 minute read

[AITech][CV] 20220307 - Part 2) Semantic Segmentation

03/07/2022   ↪AI ↪AITech

☑FCN ☑U-Net ☑DeepLab

8 minute read

[AITech][CV] 20220307 - Part 1) Image Classification & Data Efficient Learning

03/07/2022   ↪AI ↪AITech

☑CNN Architectures ☑Data Efficient Learning ☑ResNet34 구현

12 minute read

[AITech][Image Classification][P stage] 20220306 - Retrospect

03/06/2022   ↪AI ↪AITech

☑Image Classification

4 minute read

[AITech][Image Classification][P stage] 20220306 - More Tips

03/06/2022   ↪AI ↪AITech

☑Image Classification

7 minute read

[AITech][Image Classification][P stage] 20220305 - Code Template

03/05/2022   ↪AI ↪AITech

☑Image Classification

2 minute read

[AITech][Image Classification][P stage] 20220305 - Code Review

03/05/2022   ↪AI ↪AITech

☑Image Classification

15 minute read

[AITech][Image Classification][P stage] 20220304 - Solutions

03/04/2022   ↪AI ↪AITech

☑Image Classification

2 minute read

[AITech] 20220224 - 회고

02/24/2022   ↪AI ↪AITech

less than 1 minute read

[AITech][Image Classification] 20220224 - Ensemble

02/24/2022   ↪AI ↪AITech ↪ImageClassification

less than 1 minute read

[AITech] 20220223 - 회고

02/23/2022   ↪AI ↪AITech

2 minute read

[AITech][Image Classification] 20220223 - Training&Inference

02/23/2022   ↪AI ↪AITech ↪ImageClassification

2 minute read

[AITech][Image Classification] 20220223 - Model

02/23/2022   ↪AI ↪AITech ↪ImageClassification

☑PyTorch ☑Transfer Learning

1 minute read

[AITech] 20220222 - 회고

02/22/2022   ↪AI ↪AITech

less than 1 minute read

[AITech][Image Classification] 20220222 - Dataset

02/22/2022   ↪AI ↪AITech ↪ImageClassification

1 minute read

[AITech][Image Classification] 20220222 - DataLoader

02/22/2022   ↪AI ↪AITech ↪ImageClassification

1 minute read

[AITech] 20220221 - 회고

02/21/2022   ↪AI ↪AITech

less than 1 minute read

[AITech][Image Classification] 20220221 - EDA&Classification

02/21/2022   ↪AI ↪AITech ↪ImageClassification

☑EDA ☑Image Classification

1 minute read

[AITech] 20220218 - 회고

02/18/2022   ↪AI ↪AITech

☑마스터클래스 ☑인생의 방향성 ☑3월부터 도전-회고!!!

3 minute read

[AITech][Visualization] 20220218 - Custom Matplotlib Theme

02/18/2022   ↪AI ↪AITech ↪Visualization

☑Color ☑Facet ☑Visualization References

3 minute read

[AITech] 20220217 - 회고

02/17/2022   ↪AI ↪AITech

☑Cloud System ☑Career Developing

1 minute read

[AITech][Product Serving] 20220217 - MLflow

02/17/2022   ↪AI ↪AITech ↪MLOps

2 minute read

[AITech] 20220216 - 회고

02/16/2022   ↪AI ↪AITech

1 minute read

[AITech][Product Serving] 20220216 - Docker

02/16/2022   ↪AI ↪AITech ↪MLOps

5 minute read

[AITech] 20220215 - 회고

02/15/2022   ↪AI ↪AITech

1 minute read

[AITech][Special Lecture] 20220215 - 내가 만든 AI 모델은 합법일까, 불법일까?

02/15/2022   ↪AI ↪AITech ↪MLOps

2 minute read

[AITech][Product Serving] 20220215 - Linux&Shell Command

02/15/2022   ↪AI ↪AITech ↪MLOps

6 minute read

[AITech] 20220214 - 회고

02/14/2022   ↪AI ↪AITech

less than 1 minute read

[AITech][Special Lecture] 20220214 - 서비스 향 AI 모델 개발하기

02/14/2022   ↪AI ↪AITech ↪MLOps

3 minute read

[AITech][Product Serving] 20220214 - 머신러닝 프로젝트 라이프 사이클

02/14/2022   ↪AI ↪AITech ↪MLOps

5 minute read

[AITech][Visualization] 20220214 - Plotly Express

02/14/2022   ↪AI ↪AITech ↪Visualization

3 minute read

[AITech] 20220211 - 회고

02/11/2022   ↪AI ↪AITech

☑마스터 클래스

less than 1 minute read

[AITech] 20220211 - Python Visualization Libraries

02/11/2022   ↪AI ↪AITech

☑missingNo ☑squarify ☑pyWaffle ☑matplotlib_venn

4 minute read

[AITech] 20220211 - Polar Coordination&Radar Chart

02/11/2022   ↪AI ↪AITech

☑Polar Coordination ☑Radar Chart

2 minute read

[AITech] 20220211 - Pie Chart

02/11/2022   ↪AI ↪AITech

☑Pie Chart

1 minute read

[AITech] 20220210 - 회고

02/10/2022   ↪AI ↪AITech

less than 1 minute read

[AITech] 20220210 - ViT Visual Transformer 실습

02/10/2022   ↪AI ↪AITech

6 minute read

[AITech] 20220210 - AAE Adversarial Auto Encoder 실습

02/10/2022   ↪AI ↪AITech

3 minute read

[AITech] 20220209 - 회고

02/09/2022   ↪AI ↪AITech

less than 1 minute read

[AITech] 20220209 - Generative Model II

02/09/2022   ↪AI ↪AITech

☑VAE ☑GAN

3 minute read

[AITech] 20220209 - Generative Model I

02/09/2022   ↪AI ↪AITech

☑Explicit/Implicit Model ☑Probability Distribution ☑Conditional Independence ☑auto-regressive model

3 minute read

[AITech] 20220209 - Attention&Transformer

02/09/2022   ↪AI ↪AITech

11 minute read

[AITech] 20220208 - 회고

02/08/2022   ↪AI ↪AITech

less than 1 minute read

[AITech] 20220208 - RNN&LSTM Basics

02/08/2022   ↪AI ↪AITech

2 minute read

[AITech] 20220208 - CNN Techniques

02/08/2022   ↪AI ↪AITech

☑AlexNet ☑VGGNet ☑GoogLeNet ☑ResNet ☑DenseNet

2 minute read

[AITech] 20220208 - CNN Basics

02/08/2022   ↪AI ↪AITech

3 minute read

[AITech] 20220208 - CNN Applications

02/08/2022   ↪AI ↪AITech

☑SementicSegmentation ☑ObjectDetection

2 minute read

[AITech] 20220207 - 회고

02/07/2022   ↪AI ↪AITech

less than 1 minute read

[AITech] 20220207 - Optimization Basics

02/07/2022   ↪AI ↪AITech

☑Concepts ☑Optimizers ☑Regularization

8 minute read

[AITech] 20220207 - MLP Basics

02/07/2022   ↪AI ↪AITech

☑Neural Network ☑MLP ☑Code

4 minute read

[AITech] 20220204 - 회고

02/04/2022   ↪AI ↪AITech

4 minute read

[AITech] 20220204 - Seaborn Basics

02/04/2022   ↪AI ↪AITech

☑Count/Box/Violin plot ☑Hist/Kde/Ecdf/Rug plot ☑Scatter/Line/Reg plot ☑Heap map

5 minute read

[AITech] 20220204 - Seaborn Advances

02/04/2022   ↪AI ↪AITech

☑Joint plot ☑Pair plot ☑Facet grid

2 minute read

[AITech] 20220204 - Matplotlib Text API

02/04/2022   ↪AI ↪AITech

3 minute read

[AITech] 20220204 - Matplotlib More Tips

02/04/2022   ↪AI ↪AITech

☑Grid ☑Line&Span ☑Settings

3 minute read

[AITech] 20220204 - Matplotlib Facet API

02/04/2022   ↪AI ↪AITech

3 minute read

[AITech] 20220204 - Matplotlib Color API

02/04/2022   ↪AI ↪AITech

5 minute read

[AITech] 20220203 - 회고

02/03/2022   ↪AI ↪AITech

1 minute read

[AITech] 20220203 - Matplotlib Scatter Plot

02/03/2022   ↪AI ↪AITech

1 minute read

[AITech] 20220203 - Matplotlib Line Plot

02/03/2022   ↪AI ↪AITech

3 minute read

[AITech] 20220203 - Matplotlib Basics

02/03/2022   ↪AI ↪AITech

3 minute read

[AITech] 20220203 - Matplotlib Bar Plot

02/03/2022   ↪AI ↪AITech

5 minute read

[AITech] 20220203 - Introduction to Visualization

02/03/2022   ↪AI ↪AITech

1 minute read

[AITech] 20220128 - 회고

01/28/2022   ↪AI ↪AITech

☑마스터클래스 ☑Data Centric AI

2 minute read

[AITech] 20220128 - Transfer Learning&Hyperparameter Tuning 실습

01/28/2022   ↪AI ↪AITech

6 minute read

[AITech] 20220128 - PyTorch Troubleshooting

01/28/2022   ↪AI ↪AITech

☑Out of Memory

2 minute read

[AITech] 20220128 - Multi GPU for PyTorch

01/28/2022   ↪AI ↪AITech

☑Model Parallel ☑Data Parallel

2 minute read

[AITech] 20220128 - Hyperparameter Tuning

01/28/2022   ↪AI ↪AITech

☑Ray

1 minute read

[AITech] 20220127 - 회고

01/27/2022   ↪AI ↪AITech

less than 1 minute read

[AITech] 20220127 - PyTorch 모델 불러오기

01/27/2022   ↪AI ↪AITech

☑파이토치 ☑Save ☑Checkpoint ☑TransferLearning

2 minute read

[AITech] 20220127 - Monitoring Tools for PyTorch

01/27/2022   ↪AI ↪AITech

☑TensorBoard ☑Weight&Biases

2 minute read

[AITech] 20220126 - 회고

01/26/2022   ↪AI ↪AITech

less than 1 minute read

[AITech] 20220126 - Custom Model 개발하기

01/26/2022   ↪AI ↪AITech

☑파이토치 ☑실습 ☑BasicOperations ☑nn.Module

5 minute read

[AITech] 20220126 - Custom Dataset&DataLoader 개발하기

01/26/2022   ↪AI ↪AITech

☑파이토치 ☑실습 ☑Dataset ☑DataLoader

3 minute read

[AITech] 20220125 - 회고

01/25/2022   ↪AI ↪AITech

☑torch.nn.Module

less than 1 minute read

[AITech] 20220125 - Dataset&DataLoader

01/25/2022   ↪AI ↪AITech

2 minute read

[AITech] 20220125 - AutoGrad&Optimizer

01/25/2022   ↪AI ↪AITech

☑torch.nn.Module

1 minute read

[AITech] 20220124 - 회고

01/24/2022   ↪AI ↪AITech

less than 1 minute read

[AITech] 20220124 - PyTorch Project Structure

01/24/2022   ↪AI ↪AITech

☑Pytorch Template

less than 1 minute read

[AITech] 20220124 - PyTorch Basics

01/24/2022   ↪AI ↪AITech

☑Introduction ☑Tensor ☑AutoGrad

3 minute read

[AITech] 20220121 - RNN 기초

01/21/2022   ↪AI ↪AITech

1 minute read

[AITech] 20220121 - Pandas

01/21/2022   ↪AI ↪AITech

15 minute read

[AITech] 20220121 - CNN 기초

01/21/2022   ↪AI ↪AITech

1 minute read

[AITech] 20220120 - 회고

01/20/2022   ↪AI ↪AITech

2 minute read

[AITech] 20220120 - 확률론 기초

01/20/2022   ↪AI ↪AITech

☑확률분포 ☑조건부확률 ☑몬테카를로샘플링

2 minute read

[AITech] 20220120 - 통계학&베이지안 통계학 기초

01/20/2022   ↪AI ↪AITech

☑모수 ☑최대가능도 ☑조건부확률 ☑인과관계

2 minute read

[AITech] 20220120 - 딥러닝 학습 방법 이해하기

01/20/2022   ↪AI ↪AITech

1 minute read

[AITech] 20220119 - 회고

01/19/2022   ↪AI ↪AITech

less than 1 minute read

[AITech] 20220119 - Vector&Matrix Basics

01/19/2022   ↪AI ↪AITech

☑Vector ☑Matrix

2 minute read

[AITech] 20220119 - Numpy

01/19/2022   ↪AI ↪AITech

7 minute read

[AITech] 20220119 - Gradient Descent

01/19/2022   ↪AI ↪AITech

3 minute read

[AITech] 20220118 - 회고

01/18/2022   ↪AI ↪AITech

☑split ☑list comprehension - if/else

1 minute read

[AITech] 20220118 - Pythonic code

01/18/2022   ↪AI ↪AITech

☑split&join ☑list comprehension ☑enumerate&zip ☑lambda&map&reduce ☑generator ☑asterisk

4 minute read

[AITech] 20220118 - Python object-oriented programming

01/18/2022   ↪AI ↪AITech

☑Charateristics ☑Decoration

2 minute read

[AITech] 20220118 - Python data structure

01/18/2022   ↪AI ↪AITech

2 minute read

[AITech] 20220118 - Python data handling

01/18/2022   ↪AI ↪AITech

☑CSV ☑HTML ☑XML ☑JSON

1 minute read

[AITech] 20220118 - Module and Project

01/18/2022   ↪AI ↪AITech

1 minute read

[AITech] 20220118 - Exception/File/Log handling

01/18/2022   ↪AI ↪AITech

3 minute read

[AITech] 20220107 - 회고

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