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https://github.com/rickiepark/hg-mldl

<혼자 공부하는 머신러닝+딥러닝>의 코드 저장소입니다.
https://github.com/rickiepark/hg-mldl

deep-learning keras machine-learning scikit-learn tensorflow

Last synced: 5 days ago
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<혼자 공부하는 머신러닝+딥러닝>의 코드 저장소입니다.

Host: GitHub
URL: https://github.com/rickiepark/hg-mldl
Owner: rickiepark
License: mit
Created: 2020-09-21T07:08:35.000Z (over 4 years ago)
Default Branch: master
Last Pushed: 2024-12-31T03:05:24.000Z (24 days ago)
Last Synced: 2025-01-11T16:07:24.931Z (12 days ago)
Topics: deep-learning, keras, machine-learning, scikit-learn, tensorflow
Language: Jupyter Notebook
Homepage: https://tensorflow.blog/hg-mldl/
Size: 52.2 MB
Stars: 281
Watchers: 6
Forks: 246
Open Issues: 0
Metadata Files:
- Readme: README.md
- License: LICENSE

Awesome Lists containing this project

README

        # <혼자 공부하는 머신러닝+딥러닝>의 주피터 노트북

이 저장소는 한빛미디어에서 출간한 책인 [혼자 공부하는 머신러닝+딥러닝](https://tensorflow.blog/hg-mldl/)에 포함된 코드를 주피터 노트북으로 제공합니다.

![cover.png](cover.png)

이 책을 위해 동영상 강의를 제공합니다. [텐서 ≈ 스터디 페이스북 그룹]()에 함께 참여하시거나 [한빛미디어 유튜브 채널](https://www.youtube.com/user/HanbitMedia93), 제 [개인 유튜브 채널](https://www.youtube.com/c/HaesunPark_ML/)에서 볼 수 있습니다.

주피터 노트북 뷰어나 코랩에서 노트북을 열려면 다음 링크를 사용하세요.

* 1-3 마켓과 머신러닝 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/1-3.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/1-3.ipynb)]

* 2-1 훈련 세트와 테스트 세트 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/2-1.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/2-1.ipynb)]

* 2-2 데이터 전처리 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/2-2.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/2-2.ipynb)]

* 3-1 k-최근접 이웃 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/3-1.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/3-1.ipynb)]

* 3-2 선형 회귀 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/3-2.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/3-2.ipynb)]

* 3-3 특성 공학과 규제 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/3-3.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/3-3.ipynb)]

* 4-1 로지스틱 회귀 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/4-1.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/4-1.ipynb)]

* 4-2 확률적 경사 하강법 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/4-2.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/4-2.ipynb)]

* 5-1 결정 트리 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/5-1.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/5-1.ipynb)]

* 5-2 교차 검증과 그리드 서치 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/5-2.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/5-2.ipynb)]

* 5-3 트리의 앙상블 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/5-3.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/5-3.ipynb)]

* 6-1 군집 알고리즘 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/6-1.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/6-1.ipynb)]

* 6-2 k-평균 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/6-2.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/6-2.ipynb)]

* 6-3 주성분 분석 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/6-3.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/6-3.ipynb)]

* 7-1 인공 신경망 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/7-1.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/7-1.ipynb)]

* 7-2 심층 신경망 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/7-2.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/7-2.ipynb)]

* 7-3 신경망 모델 훈련 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/7-3.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/7-3.ipynb)]

* 8-2 합성곱 신경망을 사용한 이미지 분류 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/8-2.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/8-2.ipynb)]

* 8-3 합성곱 신경망의 시각화 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/8-3.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/8-3.ipynb)]

* 9-2 순환 신경망으로 IMDB 리뷰 분류하기 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/9-2.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/9-2.ipynb)]

* 9-3 LSTM과 GRU 셀 [[nbviewer](https://nbviewer.jupyter.org/github/rickiepark/hg-mldl/blob/master/9-3.ipynb)], [[Colab](https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/9-3.ipynb)]

온라인/오프라인 서점에서 판매중입니다! [Yes24](http://www.yes24.com/Product/Goods/96024871), [알라딘](https://www.aladin.co.kr/shop/wproduct.aspx?ItemId=257932080)

감사합니다! :)