Upstage_Ai_Lab

1.아나콘다 가상환경 만들기.

conda create --name AiLab python=3.8
conda activate AiLab

## in env
pip install pexpect
pip install psutil

2.Crawling

## 셀레니움, 웹드라이버 매니저 설치.
pip install selenium
pip install webdriver-manager

## 브라우저 버전이 호환되지 않는 경우, 라이브러리를 업데이트 설치
pip install selenium --upgrade
pip install webdriver-manager --upgrade

pip install pandas

3.FastAPI

## 가상환경 만들기. 아나콘다 설치했으면 필요 없음.
python -m venv .venv

## FastAPI, uvicorn 설치
pip install fastapi
pip install "uvicorn[standard]"

## tensorflow 설치
pip install tensorflow

pip install python-multipart

4.EDA

• https://www.kaggle.com/competitions/instacart-market-basket-analysis/data
• https://tech.instacart.com/3-million-instacart-orders-open-sourced-d40d29ead6f2
• https://gist.github.com/jeremystan/c3b39d947d9b88b3ccff3147dbcf6c6b

5.Coding Test

6.MachineLearning Basic

7.DeepLearning

Installation

https://pytorch.kr/get-started/locally/

## 아나콘다 가상환경, 파이토치 설치.
conda create --name cls-project python=3.9
conda install pytorch torchvision torchaudio torchtext=0.18.0 pytorch-cuda=11.8 -c pytorch -c nvidia
conda install pytorch-lightning==2.0.0 hydra-core==1.3.2 -c conda-forge

pip install opencv-python albumentations augraphy tensorboardX timm transformers datasets seaborn

## 주피터 노트북 커널
pip install pexpect jupyter ipykernel
pip uninstall pyzmq
pip install pyzmq

8.ML Advanced