From 6eec29c09e3655ad9896114656f1d11618c32af9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=EB=B0=B0=EC=97=B0=EC=9A=B1?= <2022000619@hanyang.ac.kr> Date: Thu, 24 Mar 2022 18:03:11 +0900 Subject: [PATCH 1/6] =?UTF-8?q?docs:=204=ED=8C=80=20=EB=B0=B0=EC=97=B0?= =?UTF-8?q?=EC=9A=B1=201=EC=A3=BC=EC=B0=A8?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...0_\353\260\260\354\227\260\354\232\261.md" | 120 ++++++++++++++++++ 1 file changed, 120 insertions(+) create mode 100644 "week1/4\355\214\200_\353\260\260\354\227\260\354\232\261.md" diff --git "a/week1/4\355\214\200_\353\260\260\354\227\260\354\232\261.md" "b/week1/4\355\214\200_\353\260\260\354\227\260\354\232\261.md" new file mode 100644 index 0000000..4e5a989 --- /dev/null +++ "b/week1/4\355\214\200_\353\260\260\354\227\260\354\232\261.md" @@ -0,0 +1,120 @@ +# [1주차 과제] 4팀 배연욱 + +-- + +### Chapter 1. 나의 첫 머신러닝 + +-- + +**인공지능(artificial intelligence, AI)**은 사람처럼 학습하고 추론할 수 있는 지능을 가진 시스템을 만드는 기술이다. + +**인공지능** + +* 강인공지능 +* 약인공지능 + +--- + +**머신러닝(machine learning, ML)**은 규칙을 프로그래밍하지 않아도 자동으로 데이터에서 규칙을 학습하는 알고리즘을 연구하는 분야. Scikit-learn이 대표적인 라이브러리이다. + +**머신러닝** + +* 지도학습 + * 분류 + * 회귀 +* 비지도학습 +* 강화학습 + +--- + +**딥러닝(deep learning, DL)**은 인공 신경망이라고도 하며, TensorFlow, PyTorch가 대표적인 라이브러리이다. + +--- + +**인공지능** + +* **머신 러닝** + * **딥러닝** + +-- + +**코랩(Colab)**은 구글 계정이 있으면 누구나 사용할 수 있는 웹 브라우저 기반의 Python 코드 실행 환경이다. + +![텍스트 셀에 사용할 수 있는 마크다운](/Users/yeonukpae/Desktop/텍스트 셀에 사용할 수 있는 마크다운.png) + +-- + +**특성**은 데이터를 표현하는 하나의 성질이다. + +--- + +머신러닝 알고리즘이 데이터에서 규칙을 찾는 과정을 **훈련**이라고 한다. Scikit-learn에서는 fit() 메서드가 하는 역할이다. + +--- + +**k-최근접 이웃 알고리즘**은 가장 간단한 머신러닝 알고리즘 중 하나이다. 사실 어떤 규칙을 찾기보다는 전체 데이터를 메모리에 가지고 있는 것이 전부이다. + +--- + +머신러닝 프로그램에서는 알고리즘이 구현된 객체를 **모델**이라고 부른다. 종종 알고리즘 자체를 모델이라고 부르기도 한다. + +--- + +**정확도**는 정확한 답을 몇 개 맞혔는지를 백분율로 나타낸 값이다. Scikit-learn에서는 0~1 사이의 값으로 출력된다. +> 정확도 = (정확히 맞힌 개수) / (전체 데이터 개수) + +-- + +### Chapter 2. 데이터 다루기 + +-- + +**지도 학습**은 입력과 타깃을 전달하여 모델을 훈련한 다음 새로운 데이터를 예측하는 데 활용한다. 1장에서부터 사용한 k-최근접 이웃이 지도 학습 알고리즘이다. + +--- + +**비지도 학습**은 타깃 데이터가 없다. 따라서 무엇을 예측하는 것이 아니라 입력 데이터에서 어떤 특지을 찾는 데 주로 활용한다. + +--- + +**훈련 세트**는 모델을 훈련할 때 사용하는 데이터이다. 보통 훈련 세트가 클수록 좋다. 따라서 테스트 세트를 제외한 모든 데이터를 사용한다. + +--- + +**테스트 세트**는 전체 데이터에서 20~30%를 테스트 세트로 사용하는 경우가 많다. 전체 데이터가 아주 크다면 15%만 덜어내도 충분할 수 있다. + +-- + +**데이터 전처리**는 머신러닝 모델에 훈련 데이터를 주입하기 전에 가공하는 단계를 말한다. 때로는 데이터 전처리에 많은 시간이 소모되기도 한다. + +**데이터 전처리** + +* 이상치(outliers) 제거 +* 결측값(missing values) 처리 + 1. 결측값이 있는 행 제거 (.dropna() 사용) + 2. 결측값 보강 (imputation) + * 평균값 또는 중앙값 또는 최빈값으로 대체 + * 예측값으로 대체 +* Feature Scaling + * 정규화(normalization) + * 표준화(standardization) + +--- + +**표준점수**는 훈련 세트의 스케일을 바꾸는 대표적인 방법 중 하나이다. 표준점수를 얻으려면 특성의 평균을 빼고 표준편차로 나눈다. 반드시 훈련 세트의 평균과 표준편차로 테스트 세트를 바꿔야 한다. + +--- + +**브로드캐스팅**은 크기가 다른 NumPy 배열에서 자동으로 사칙 연산을 모든 행이나 열로 확장항여 수행하는 기능이다. + +-- + +### 기타 발표 내용 정리 + +-- + +**교차 검증** + +* Holdout method +* Leave-one-out cross validation +* k-fold cross validation From 4d425af3375c861c720c43a490b0f07e3ce3336a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=EB=B0=B0=EC=97=B0=EC=9A=B1?= <2022000619@hanyang.ac.kr> Date: Fri, 1 Apr 2022 11:23:59 +0900 Subject: [PATCH 2/6] updated --- ...0_\353\260\260\354\227\260\354\232\261.md" | 33 +++++++------------ 1 file changed, 11 insertions(+), 22 deletions(-) diff --git "a/week1/4\355\214\200_\353\260\260\354\227\260\354\232\261.md" "b/week1/4\355\214\200_\353\260\260\354\227\260\354\232\261.md" index 4e5a989..f784b6f 100644 --- "a/week1/4\355\214\200_\353\260\260\354\227\260\354\232\261.md" +++ "b/week1/4\355\214\200_\353\260\260\354\227\260\354\232\261.md" @@ -1,10 +1,10 @@ # [1주차 과제] 4팀 배연욱 --- +--- ### Chapter 1. 나의 첫 머신러닝 --- +--- **인공지능(artificial intelligence, AI)**은 사람처럼 학습하고 추론할 수 있는 지능을 가진 시스템을 만드는 기술이다. @@ -13,7 +13,6 @@ * 강인공지능 * 약인공지능 ---- **머신러닝(machine learning, ML)**은 규칙을 프로그래밍하지 않아도 자동으로 데이터에서 규칙을 학습하는 알고리즘을 연구하는 분야. Scikit-learn이 대표적인 라이브러리이다. @@ -25,65 +24,57 @@ * 비지도학습 * 강화학습 ---- **딥러닝(deep learning, DL)**은 인공 신경망이라고도 하며, TensorFlow, PyTorch가 대표적인 라이브러리이다. ---- **인공지능** * **머신 러닝** * **딥러닝** --- +--- **코랩(Colab)**은 구글 계정이 있으면 누구나 사용할 수 있는 웹 브라우저 기반의 Python 코드 실행 환경이다. -![텍스트 셀에 사용할 수 있는 마크다운](/Users/yeonukpae/Desktop/텍스트 셀에 사용할 수 있는 마크다운.png) +**텍스트 셀에 사용할 수 있는 마크다운** +![텍스트 셀에 사용할 수 있는 마크다운](/Users/yeonukpae/Desktop/2022-HAI-BasicML-Study/2022-HAI-BasicML-Study/week1/텍스트 셀에 사용할 수 있는 마크다운.png) --- +--- **특성**은 데이터를 표현하는 하나의 성질이다. ---- 머신러닝 알고리즘이 데이터에서 규칙을 찾는 과정을 **훈련**이라고 한다. Scikit-learn에서는 fit() 메서드가 하는 역할이다. ---- **k-최근접 이웃 알고리즘**은 가장 간단한 머신러닝 알고리즘 중 하나이다. 사실 어떤 규칙을 찾기보다는 전체 데이터를 메모리에 가지고 있는 것이 전부이다. ---- 머신러닝 프로그램에서는 알고리즘이 구현된 객체를 **모델**이라고 부른다. 종종 알고리즘 자체를 모델이라고 부르기도 한다. ---- **정확도**는 정확한 답을 몇 개 맞혔는지를 백분율로 나타낸 값이다. Scikit-learn에서는 0~1 사이의 값으로 출력된다. > 정확도 = (정확히 맞힌 개수) / (전체 데이터 개수) --- +--- ### Chapter 2. 데이터 다루기 --- +--- **지도 학습**은 입력과 타깃을 전달하여 모델을 훈련한 다음 새로운 데이터를 예측하는 데 활용한다. 1장에서부터 사용한 k-최근접 이웃이 지도 학습 알고리즘이다. ---- **비지도 학습**은 타깃 데이터가 없다. 따라서 무엇을 예측하는 것이 아니라 입력 데이터에서 어떤 특지을 찾는 데 주로 활용한다. ---- **훈련 세트**는 모델을 훈련할 때 사용하는 데이터이다. 보통 훈련 세트가 클수록 좋다. 따라서 테스트 세트를 제외한 모든 데이터를 사용한다. ---- **테스트 세트**는 전체 데이터에서 20~30%를 테스트 세트로 사용하는 경우가 많다. 전체 데이터가 아주 크다면 15%만 덜어내도 충분할 수 있다. --- +--- **데이터 전처리**는 머신러닝 모델에 훈련 데이터를 주입하기 전에 가공하는 단계를 말한다. 때로는 데이터 전처리에 많은 시간이 소모되기도 한다. @@ -99,19 +90,17 @@ * 정규화(normalization) * 표준화(standardization) ---- **표준점수**는 훈련 세트의 스케일을 바꾸는 대표적인 방법 중 하나이다. 표준점수를 얻으려면 특성의 평균을 빼고 표준편차로 나눈다. 반드시 훈련 세트의 평균과 표준편차로 테스트 세트를 바꿔야 한다. ---- **브로드캐스팅**은 크기가 다른 NumPy 배열에서 자동으로 사칙 연산을 모든 행이나 열로 확장항여 수행하는 기능이다. --- +--- ### 기타 발표 내용 정리 --- +--- **교차 검증** From 5913e07f1df0a68c7b66c2544ae9bce58ea65bab Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=EB=B0=B0=EC=97=B0=EC=9A=B1?= <2022000619@hanyang.ac.kr> Date: Fri, 1 Apr 2022 11:25:58 +0900 Subject: [PATCH 3/6] updated --- .DS_Store | Bin 0 -> 6148 bytes ...00_\353\260\260\354\227\260\354\232\261.md" | 2 +- week1/markdown for text cells.png | Bin 0 -> 353910 bytes 3 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 .DS_Store create mode 100644 week1/markdown for text cells.png diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..ae9dc554221b8258a9eafc7f021536720975a5f4 GIT binary patch literal 6148 zcmeH~Jr2S!425leBqWxOj9EB9ZxB`G1Y7{|Gl9f_5NnRkv*V?O8CB@Ha$f8t(0)T* zi->m5b1Tw_$O>*MTN_5Eh?nw`3$ClQ=f~-Gyx(t@mRanz0FK`nuE#Qk1W14cNPq-L zU_u1Eh@<|mCv;D|6%rtUX%MjYLxP*;&{EZ39T>a?fG&`B!`yobXtD$}hnA|yz%;rC zjic&qh~@n_G{wFgTB_FLqS1V4{IgmY1Jin3G$DX#cHuw*BrqZ{uW@7be+U28|BsF^ zBmolmGXlEk_kD+lirV_|c$Pmz*5(Bc_3ao29{~ug6mQ^eSWh;A=Fn0V85lnV90Lau H_$h%m3ceE* literal 0 HcmV?d00001 diff --git "a/week1/4\355\214\200_\353\260\260\354\227\260\354\232\261.md" "b/week1/4\355\214\200_\353\260\260\354\227\260\354\232\261.md" index f784b6f..d2c6730 100644 --- "a/week1/4\355\214\200_\353\260\260\354\227\260\354\232\261.md" +++ "b/week1/4\355\214\200_\353\260\260\354\227\260\354\232\261.md" @@ -38,7 +38,7 @@ **코랩(Colab)**은 구글 계정이 있으면 누구나 사용할 수 있는 웹 브라우저 기반의 Python 코드 실행 환경이다. **텍스트 셀에 사용할 수 있는 마크다운** -![텍스트 셀에 사용할 수 있는 마크다운](/Users/yeonukpae/Desktop/2022-HAI-BasicML-Study/2022-HAI-BasicML-Study/week1/텍스트 셀에 사용할 수 있는 마크다운.png) +![텍스트 셀에 사용할 수 있는 마크다운](/Users/yeonukpae/Desktop/2022-HAI-BasicML-Study/2022-HAI-BasicML-Study/week1/markdown for text cells.png) --- diff --git a/week1/markdown for text cells.png b/week1/markdown for text cells.png new file mode 100644 index 0000000000000000000000000000000000000000..a36da510d15edafe32b3086f67bc5830d17ac98e GIT binary patch literal 353910 zcmeFZgFFxFHqdIxKrGUON*7_R@?~?BteTilu`;5E7C%X6}JGz-HStzpv3|K z0>!@cob#UZ{J!sf{(&{kwOQ7=;>m z?Rc#18hC}OB=30Qv@|gAp7uw5wpCZbo);)GnKC3*oyQm~V!f>8y6iB~Gc~0mNGLkv zVE=s3an_Cq0q%A>jo+58WCxv~eO?^N(D2dcM?34io^FP}*=hdpnq!~l=Ud82^xr=d zM$$D+YHIY+hTl8{fWyd`6Yf8yM;sKu9t?f2FldO;*oig?JCZVSyhYKj9_6ciB1Y3M zY|8y4sK4Gqa-e1NmZaKfo$o31%TF4um1l3#Nd{uB@X=gf3mAXGe%l{X=0pjvWlrsP zinHtuPNPN}+aSS#M_I`CCM?A6ZfhH@duK|rNvr9*#RaJbJFKEV z=T-u%6iqXV?F=pa2z`rQLr_5X1g}Q8*Jg8Nk1Io-&49c=oVtqA_Y+q^I$8~SZz5Lh zBq(Eya(_!QL$F@JVA%27`EK(xdMCa$@wQYvAH@S*;oIWPfoJ&9cta!x%#A!GPgRvG z&}-`WIOShCht?s%pvo+a3*%C)Id4i68u zQHrXSU*Kj8U=Gb9@K1iW>=8Zk)kTq@Ub(z zY>sA@uqbSLyI^TVQvE5BbGxVS+tz^S)9V_%Vad~O_v1Yi2iYqh66^(LETM4vMnWMP zdrW;d;}9x{K}r<5z`F=OW;7k1vGt^_a8hANf20zeQw4*W?h}=)5Dyx*-h+ciIYc^q zG<+%|oJMM$rWefoWUD*q`X}G%yC!xxxvRdP_37q(o&QPhfrY)ddT5ZZC9dY2oCdsVZk9f2s+S|i z?y{HmL%!d*USv(!cU4Ee9U?{K#)?{6T3Dj%1-pHyu5L;S2jF%$!?lgiAESkZhJ}UA zNLZ4u9K=%oJbF0H8NZ|s*51SPs!HO_q~!8z-c))Ez|(G?Aq?mKf#om6WW0`d`1C9F)Ymyc2d<*$YY|$=RJ&fU>K0h8+;N*0P{~$QT#(6I1jKTSn#*5SfUE-%) zbD;Fk7n4NLNO>$p4P2r^wwO2?+hj@BsyK-!Z=+cCHR#_*l(3n`QKzwqrd?~$)IKpy zbyxkKX8n$B5N}I%I%Y+YktJ`CZi_6T@bzmdF-4C_(lUu*CAKLnUyM)DI*J5Sw!YkE z;YNi)lhWr{fu!x>jm3gfjD&A~Q)7w_D`wk3y9#A#L(>pUy%okcVJnko^&6;4X(s)NukMMPbYEvvD703!40xr%iTLCMfzcedhAQWwt)OKDOS9s5PeU zk$PmcuzK;UVjbA`eqQa`uMHe8fJKgljx9TiV8`)iArg z=XmgO|9IA8_GoTq3ON5_I_InLw}98xdEvtD)bwfsb~G?F7zZr9BVPW6_2*8LPNRqK z_c)O@j}#waM81j)c_cw7Pa{I4Oavq}rkmmP9KdF7z?YPwnWkN`eTU)_;;BNJIRG($*h$@w290{I+6AZ6pYLt=J+fU|mTLQImxo7P zlV)F*)0Vf**}DPU3NOqK>gJf--96rWP%iyihWrrwvAsaKG`9e4Dqh51(yl45ZS&Nv zM>bB>tT~7Eq5HwTNTgp&TllLm$T6s<&@n8>kj2~(QW00vhK|Jl?)BmE`tBXLHR_e( zBj8gN5GvN~s`5LIf^9tI>i6cx`-9rmZKy_GTCqB1vOE2C|7=&ruGxOzYVr={j`%=j z*HJ@Taof+3^cxT2)&c6&XhwcUYuR?$FZm7mc~(YN`&M)iPw+wDK%n5M{H`(_?=l-U zvxS(NpOIKYzCE!H)d`gfZM(Bds%3ae-4ODNEQ}zm>cQyY63y{>;Lne5FP|fxd%iJT zhcS;Zhfbz^-sKB25_cm$F#Pf2$FnOhI8LKr5M`Sb76BeHH<1g`ES@%@CDR|FQC2?Q z3XTey6}DhC5D<%nRm4`cmp=tBcHrBNZ|WtjoZI;~4Ojc%tv`bU`j7Re%ld`)vZm~e zl3SQO82D4FQqhHTvkZlaZ9VKtd+((`N{aitZ!b7`v%wtu^O8#kbQ9JX9^_dhZA`n{ zRoYa*wlCg0zA}5|Hyyk6ZYyKx2&R^lBX(??pr63?g(c&|rw^@c4Nk#(S7I=kY1wJ5 zX-}OWc|soD*YRp(Ku*TI5~+BZ{WsDqa#A4yf1ErCn-Z4OyM`9tO^w+h=FY6nBCpD? 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+++++++++++++++++++ 1 file changed, 41 insertions(+) create mode 100644 "week3/[3\354\243\274\354\260\250 \352\263\274\354\240\234] 4\355\214\200 \353\260\260\354\227\260\354\232\261.md" diff --git "a/week3/[3\354\243\274\354\260\250 \352\263\274\354\240\234] 4\355\214\200 \353\260\260\354\227\260\354\232\261.md" "b/week3/[3\354\243\274\354\260\250 \352\263\274\354\240\234] 4\355\214\200 \353\260\260\354\227\260\354\232\261.md" new file mode 100644 index 0000000..2c3bfcc --- /dev/null +++ "b/week3/[3\354\243\274\354\260\250 \352\263\274\354\240\234] 4\355\214\200 \353\260\260\354\227\260\354\232\261.md" @@ -0,0 +1,41 @@ +# [3주차 과제] 4팀 배연욱 + +--- + +### Chapter 4. 다양한 분류 알고리즘 +#### 04-1 로지스틱 회귀 + +--- + +* k-최근접 이웃은 주변 이웃의 클래스 비율을 확률로 출력한다. + +**로지스틱 회귀**는 선형 방정식을 사용한 분류 알고리즘이다. 선형 회귀와 달리 시그모이드 함수나 소프트맥스 함수를 사용하여 클래스 확률을 출력할 수 있다. 분류 알고리즘임에도 로지스틱 '회귀'라고 이름 붙여진 것은 그 기저 기술이 선형 회귀와 거의 같기 때문이다. + +**다중 분류**는 타깃 클래스가 2개 이상인 분류 문제이다. 로지스틱 회귀는 다중 분류를 위해 소프트맥스 함수를 사용하여 클래스를 예측한다. + +**시그모이드 함수**는 선형 방정식의 출력을 0과 1 사이의 값으로 압축하며 이진 분류를 위해 사용한다. +![시그모이드 함수](/Users/yeonukpae/Desktop/2022-HAI-BasicML-Study/week3/sigmoid function.png) + +**소프트맥스 함수**는 다중 분류에서 여러 선형 방정식의 출력 결과를 정규화하여 합이 1이 되도록 만든다. +![소프트맥스 함수](/Users/yeonukpae/Desktop/2022-HAI-BasicML-Study/week3/softmax function.png) + +--- + +#### 04-2 확률적 경사 하강법 + +**점진적 학습**은 앞서 훈련한 모델을 버리지 않고 새로운 데이터에 대해서만 조금씩 더 훈련하는 방식이다. 온라인 학습이라고 불리기도 한다. 대표적인 점진적 학습 알고리즘이 확률적 경사 하강법이다. + +**확률적 경사 하강법**은 훈련 세트에서 샘플을 하나씩 꺼내 손실 함수의 경사를 따라 최적의 모델을 찾는 알고리즘이다. 샘플을 하나씩 사용하지 않고 여러 개를 사용하면 **미니배치 경사 하강법**이 된다. 한 번에 전체 샘플을 사용하면 **배치 경사 하강법**이 된다. + +* 신경망 모델은 확률적 경사 하강법이나 미니배치 경사 하강법을 사용한다. + +**손실 함수**는 확률적 경사 하강법이 최적화할 대상이다. 대부분의 문제에 잘 맞는 손실 함수가 이미 정의되어 있다. 이진 분류에는 로지스틱 회귀(또는 이진 크로스엔트로피) 손실 함수를 사용한다. 다중 분류에는 크로스엔트로피 손실 함수를 사용한다. 회귀 문제에는 평균 제곱 오차 손실 함수를 사용한다. 손실 함수는 미분 가능해야 한다. + +* 엄밀히 말하면 손실 함수는 샘플 하나에 대한 손실을 정의하고 비용 함수는 훈련 세트에 있는 모든 샘플에 대한 손실 함수의 합을 말한다. +* 회귀의 손실 함수로는 평균 절댓값 오차(타깃에서 예측을 뺀 절댓값을 모든 샘플에 평균한 값) 또는 평균 제곱 오차(타깃에서 예측을 뺀 값을 제곱한 다음 모든 샘플에 평균한 값)를 많이 사용한다. 이 값이 작을수록, 즉 오차가 작을수록 좋은 모델이다. + +**힌지 손실**은 **서포트 벡터 머신**이라 불리는 다른 머신러닝 알고리즘을 위한 손실 함수이다. + +**에포크**는 확률적 경사 하강법에서 전체 샘플을 모두 사용하는 한 번 반복을 의미한다. 일반적으로 경사 하강법 알고리즘은 수십에서 수백 번의 에포크를 반복한다. + +**조기 종료**는 과대적합이 시작하기 전에 훈련을 멈추는 것이다. \ No newline at end of file From 993f5721fe0977919fe495dcf49b43d5b69a6b1c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=EB=B0=B0=EC=97=B0=EC=9A=B1?= <2022000619@hanyang.ac.kr> Date: Wed, 18 May 2022 14:37:16 +0900 Subject: [PATCH 6/6] submitting assignments --- .DS_Store | Bin 6148 -> 6148 bytes week1/.DS_Store | Bin 0 -> 6148 bytes ...0_\355\231\215\352\270\270\353\217\231.md" | 0 ...0 \353\260\260\354\227\260\354\232\261.md" | 2 +- ...0 \353\260\260\354\227\260\354\232\261.md" | 4 +- ...0 \353\260\260\354\227\260\354\232\261.md" | 42 ++++++++++++++++++ ...0 \353\260\260\354\227\260\354\232\261.md" | 34 ++++++++++++++ 7 files changed, 79 insertions(+), 3 deletions(-) create mode 100644 week1/.DS_Store delete mode 100644 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