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기계학습개론
기계학습개론
기계학습개론

기계학습개론

태그
3-1
📌
논문은 미리미리 읽기! QnA도 미리미리 하기!
 
차수 (일주일 단위)
이름
선택
보편적으로 사용되는 분야 (정해진 것은 아님,classification model이 regression할 수 있도록 할 수 있다)
참고 자료
텍스트
1-1.
#01. Introduction
mid
Feb 27, 2024
1-2.
#02. Linear Regression
mid
Regression
supervised
https://box-world.tistory.com/6https://box-world.tistory.com/7?category=397062
Feb 29, 2024
2-1.
#03. Logistic Regression (Classification)
mid
Classification
supervised
https://wikidocs.net/4289https://gold-jae.tistory.com/9
Mar 5, 2024
2-2.
#04. Overfitting
mid
https://junstar92.tistory.com/24https://jrc-park.tistory.com/272
Mar 7, 2024
3-1.
#05. Neural Network
mid
Regression
Classification
supervised
https://matamong.tistory.com/entry/%EB%A1%9C%EC%A7%80%EC%8A%A4%ED%8B%B1-%ED%9A%8C%EA%B7%80%EC%99%80-%EC%8B%A0%EA%B2%BD%EB%A7%9D%EC%9D%98-%EC%B0%A8%EC%9D%B4
Mar 12, 2024
3-2.
#06. SVM part1: basic
mid
Classification
supervised
https://sanghyu.tistory.com/7https://www.youtube.com/watch?v=qe3A9B76cRI
Mar 14, 2024
4-1.
#07. SVM part2: kernel trick
mid
Classification
supervised
Mar 19, 2024
4-2.
#08. Naive Bayesian / KNN
mid
Classification
supervised
Mar 21, 2024
5-1.
#09. Decision Tree
mid
Classification
supervised
https://bkshin.tistory.com/entry/%EB%A8%B8%EC%8B%A0%EB%9F%AC%EB%8B%9D-4-%EA%B2%B0%EC%A0%95-%ED%8A%B8%EB%A6%ACDecision-Tree
Mar 26, 2024
6-1.
#10. Ensemble Method
mid
Classification
supervised
Apr 2, 2024
6-2.
#11. Clustering part1
mid
Classification
unsupervised
Apr 4, 2024
7-1.
#12. Clustering part2
mid
Classification
https://brunch.co.kr/@mathpresso/11
Apr 11, 2024
7-2.
#13. Dimensionality Reduction(PCA/Auto-encoder)
fin
Classification
Apr 9, 2024
8-1.
#14. Rcommander Systems for Solving Industrial Problems
fin
Classification
unsupervised
Apr 23, 2024
9-1.
#15. Collaborative Filtering
fin
Classification
Apr 30, 2024
9-2.
#16. Semi-Supervised Learning
fin
semi supervised
May 2, 2024
10-1.
#17. Active Learning
fin
semi supervised
May 2, 2024
11-1.
#18. Sequential Learning
fin
Classification
https://haesummy.tistory.com/entry/NLP%ED%9E%88%EB%93%A0-%EB%A7%88%EC%BD%94%ED%94%84-%EB%AA%A8%EB%8D%B8-HMMHidden-Markov-Model
May 7, 2024
12-1.
#19. Reinforcement Learning
fin
Classification
May 14, 2024
99-1.
#99. Paper Review(1)
paper review
[16-01 트랜스포머(Transformer) - 딥 러닝을 이용한 자연어 처리 입문 (wikidocs.net)](https://wikidocs.net/31379)  [대규모 언어 모델이란 무엇인가? | LLM 종합 안내서 | Elastic](https://www.elastic.co/kr/what-is/large-language-models)Large Language Model (3) : In-Context Learning, 남은 이야기들 (tistory.com)https://brunch.co.kr/@chorong92/20
Mar 28, 2024
99-2.
#99. Paper Review(2)
paper review
https://gagadi.tistory.com/50https://www.youtube.com/watch?v=Yk3jpAhkpUI
Apr 25, 2024
99-3.
#99. Paper Review(3)
paper review
100-1.
#100. QnA
QnA