Machine Learing

.gitignore

# Python-generated files
__pycache__/
*.py[oc]
build/
dist/
wheels/
*.egg-info

# Virtual environments
.venv
uv.lock


# ruff fmt
.ruff_cache

# General
.DS_Store
dir/otherdir/.DS_Store

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방송용 그래프 / 애니매이션 좋다. 굿

• Manim https://namu.wiki/w/Manim
  • https://github.com/CodingVillainKor/manim-kor
• 유튜브에 활용방법
  • 버그 임커밋

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How to leave/exit/deactivate a Python virtualenv

• https://stackoverflow.com/questions/990754/how-to-leave-exit-deactivate-a-python-virtualenv

• https://matplotlib.org/3.5.0/devel/development_setup.html#installing-for-devs

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Next-gen Python tooling

https://astral.sh/

matplotlib

• https://matplotlib.org/stable/tutorials/pyplot.html

ruff(python fmt, check)

• https://github.com/astral-sh/ruff

conda대체 - GN⁺: Uv - 러스트로 구현한 초고속 파이썬 패키징 도구 (astral.sh)

• https://news.hada.io/topic?id=13388

  • https://astral.sh/blog/uv

• uv(conda보다 가벼운 패키지)

  • https://pypi.org/project/uv/

가상환경 만들기

 uv pip

• uv pip install "numpy" 필요한 패키지 설치하기

$ uv pip install "numpy"
Resolved 1 package in 34ms
Downloaded 1 package in 337ms
Installed 1 package in 8ms
 + numpy==1.26.4

my_project/Python_Lang/finance via 🐍 v3.9.6 (finance) 
$ uv pip install "pandas"
Resolved 6 packages in 80ms
Downloaded 5 packages in 345ms
Installed 5 packages in 23ms
 + pandas==2.2.1
 + python-dateutil==2.9.0.post0
 + pytz==2024.1
 + six==1.16.0
 + tzdata==2024.1


$ uv pip install "matplotlib"
Resolved 13 packages in 345ms
Downloaded 10 packages in 243ms
Installed 10 packages in 14ms
 + contourpy==1.2.0
 + cycler==0.12.1
 + fonttools==4.50.0
 + importlib-resources==6.3.2
 + kiwisolver==1.4.5
 + matplotlib==3.8.3
 + packaging==24.0
 + pillow==10.2.0
 + pyparsing==3.1.2
 + zipp==3.18.1

$ uv pip install "scipy"
Resolved 2 packages in 67ms
Downloaded 1 package in 635ms
Installed 1 package in 10ms
 + scipy==1.12.0

• uv pip sync requirements.txt

안에 패키지 버젼이랑 같이 넣어서 싱크해주기

$ uv pip sync requirements.txt 
Audited 17 packages in 4ms  

예시 requirements.txt



numpy==1.26.4
pandas==2.2.1
python-dateutil==2.9.0.post0
pytz==2024.1
six==1.16.0
tzdata==2024.1
contourpy==1.2.0
cycler==0.12.1
fonttools==4.50.0
importlib-resources==6.3.2
kiwisolver==1.4.5
matplotlib==3.8.3
packaging==24.0
pillow==10.2.0
pyparsing==3.1.2
zipp==3.18.1
scipy==1.12.0

개인용 ChatGPT만들기 100% private

• Private Q&A and summarization of documents+images or chat with local GPT, 100% private, Apache 2.0. Supports LLaMa2, llama.cpp, and more. Demo: https://gpt.h2o.ai/

https://github.com/h2oai/h2ogpt

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tensorflow_deep

StableLM: Stability AI Language Models(LM)

https://github.com/stability-AI/stableLM/

C언어로 신경망구현하기-Building a neural network FROM SCRATCH (no Tensorflow/Pytorch, just numpy & math)

https://youtu.be/w8yWXqWQYmU

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머신러닝+딥러닝 책 보는 순서-총 정리!!(Book-RoadMap)

https://economiceco.tistory.com/11818

무료로 머신러닝 배우기(코딩야학)

https://coding.yah.ac/

https://opentutorials.org/course/4547

NLP 101: 딥러닝과 자연어 처리 학습을 위한 자료 저장소

https://github.com/Huffon/NLP101/blob/master/README_KR.md

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♥︎Anaconda주로 사용하는 명령어 총 정리

https://economiceco.tistory.com/11830

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파이썬의 정석(파이썬 기초의 모든것 ) - 프로그램 동산

• 1강에서 4강까지 파이썬의 정석, 딕셔너리 한방에 끝내기

https://youtu.be/g320D427-cY

• 시리즈 모아 보기

https://youtube.com/playlist?list=PLDtzZPtOGenaG_LeSAHpr4opgz0HebcwJ

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Python for Beginners – Full Course [Programming Tutorial]

https://youtu.be/eWRfhZUzrAc

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python Debugging

• 한글파이썬Python강의_001⭐️Python개발환경_디버깅기초_AstroVim세팅Debugging_Vim_macOS_M1_pro #debugging #Astrovim

macOS만 가능한듯요 ㅠㅠ

https://youtu.be/waPzGgZAyZU

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파이썬 텐서플로우 & 머신러닝 기초 강좌 (TensorFlow Machine

https://youtube.com/playlist?list=PLRx0vPvlEmdAbnmLH9yh03cw9UQU_o7PO

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CNN영상에 주로 사용 / RNN 글씨 문자에 사용

https://ebbnflow.tistory.com/119

Tensorflow.blog 텐서플로우 블로그

https://tensorflow.blog/

딥러닝 기초를 위한 선형대수학

https://ko.khanacademy.org/math/linear-algebra

딥러닝 기초eBook& 행렬기초

https://atcold.github.io/pytorch-Deep-Learning/ko/