{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# 파이썬 2와 파이썬 3 지원\n", "from __future__ import division, print_function, unicode_literals\n", "\n", "# 공통\n", "import numpy as np\n", "import os\n", "\n", "# 일관된 출력을 위해 유사난수 초기화\n", "np.random.seed(42)\n", "\n", "# 맷플롯립 설정\n", "%matplotlib inline\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['axes.labelsize'] = 14\n", "plt.rcParams['xtick.labelsize'] = 12\n", "plt.rcParams['ytick.labelsize'] = 12\n", "\n", "# 한글출력\n", "plt.rcParams['font.family'] = 'NanumBarunGothic'\n", "plt.rcParams['axes.unicode_minus'] = False\n", "\n", "# 그림을 저장할 폴더\n", "PROJECT_ROOT_DIR = \".\"\n", "CHAPTER_ID = \"dim_reduction\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# CHAPTER 8. 차원 축소" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**차원의 저주**curse of dimensionality : 훈련 샘플 각각이 수천 심지어 수백만 개의 특성을 가지고 있어 훈련을 느리게 할 뿐만 아니라, 좋은 솔루션을 찾기 어렵게 만드는 문제" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**CAUTION_**\n", "- 차원을 축소시키면 일부 정보가 유실됨\n", " - 훈련 속도가 빨라질 수는 있지만 시스템의 성능이 조금 나빠질 수 있음\n", " - 작업 파이프라인이 조금 더 복잡하게 되고 유지 관리가 어려워짐\n", "- 차원 축소를 고려하기 전에 훈련이 너무 느린지 먼저 원본 데이터로 시스템을 훈련시켜 봐야 함\n", "- 어떤 경우에는 훈련 데이터의 차원을 축소시키면 잡음이나 불필요한 세부사항을 걸러내므로 성능을 높일 수 있음(일반적으로는 훈련 속도만 빨라짐)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 훈련 속도를 높이는 것 외에 차원 축소는 데이터 시각화data visualization(또는 Data Viz)에도 아주 유용\n", "- 차원 수를 둘로(또는 셋으로) 줄이면 고차원 훈련 세트를 하나의 그래프로 그릴 수 있고 군집 같은 시각적인 패턴을 감지해 중요한 통찰을 얻는 경우가 많음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## 8.1 차원의 저주" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 고차원의 데이터셋에서 훈련 데이터는 서로 멀리 떨어져 있음. 이는 새로운 샘플도 훈련 샘플과 멀리 떨어져 있을 가능성이 높다는 뜻\n", "- 이 경우 예측을 위해 훨씬 많은 외삽extrapolation을 해야 하기 때문에 저차원일 때보다 예측이 더 불안정함\n", "- 간단히 말해 훈련 세트의 차원이 클수록 과대적합 위험이 커짐" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**외삽**extrapolation : 원래의 관찰 범위를 넘어서서 다른 변수와의 관계에 기초하여 변수의 값을 추정하는 과정" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 이론적으로 차원의 저주를 해결하는 해결책 하나는 훈련 샘플의 밀도가 충분히 높아질 때까지 훈련 세트의 크기를 키우는 것\n", "- 실제로는 일정 밀도에 도달하기 위해 필요한 훈련 샘플 수는 차원 수가 커짐에 따라 기하급수적으로 늘어남" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## 8.2 차원 축소를 위한 접근 방법" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "차원을 감소시키는 두 가지 주요한 접근법인 투영projection과 매니폴드 학습Manifold Learning을 살펴보겠습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.2.1 투영" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 대부분의 훈련 샘플이 모든 차원에 걸쳐 균일하게 퍼져 있지 않음\n", "- 많은 특성은 거의 변화가 없는 반면, 다른 특성들은 서로 강하게 연관되어 있음\n", "- 결과적으로 모든 훈련 샘플이 고차원 공간 안의 저차원 **부분 공간**subspace에 놓여 있음\n", "- 예를 들어 [그림 8-2]에 원 모양을 띤 3차원 데이터셋이 있음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**그림 8-2 2차원에 가깝게 배치된 3차원 데이터셋**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 여기서 모든 훈련 샘플을 이 부분 공간에 수직으로(즉, 샘플과 평면 사이의 가장 짧은 직선을 따라) 투영하면 [그림 8-3]과 같은 2D 데이터셋을 얻음\n", "- 데이터셋의 차원을 3D에서 2D로 줄였음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**그림 8-3 투영하여 만들어진 새로운 2D 데이터셋**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 차원 축소에 있어서 투영이 언제나 최선의 방법은 아님\n", "- 많은 경우 [그림 8-4]에 표현된 **스위스 롤**Swiss roll 데이터셋처럼 부분 공간이 뒤틀리거나 휘어 있기도 함" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**그림 8-4 스위스 롤 데이터셋**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 그냥 평면에 투영시키면(예를 들면 x3를 버리고) [그림 8-5]의 왼쪽처럼 스위스 롤의 층이 서로 뭉개짐\n", "- 우리가 원하는 것은 스위스 롤을 펼쳐서 오른쪽처럼 2D 데이터셋을 얻는 것임" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**그림 8-5 평면에 그냥 투영시켜서 뭉개진 것(왼쪽)과 스위스 롤을 펼쳐놓은 것(오른쪽)**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.2.2 매니폴드 학습" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 스위스 롤은 2D **매니폴드**의 한 예. 2D 매니폴드는 고차원 공간에서 휘어지거나 뒤틀린 2D 모양\n", "- 일반적으로 d차원 매니폴드는 국부적으로 d차원 초평면으로 볼일 수 있는 n차원 공간의 일부(d < n)\n", "- 스위스 롤의 경우에는 d=2이고 n=3. 국부적으로는 2D 평면으로 보이지만 3차원으로 말려 있음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 많은 차원 축소 알고리즘이 훈련 샘플이 놓여 있는 **매니폴드**를 모델링하는 식으로 작동함\n", "- 이를 **매니폴드 학습**Manifold Learning이라고 함\n", "- 이는 대부분 실제 고차원 데이터셋이 더 낮은 저차원 매니폴드에 가깝게 놓여 있다는 **매니폴드 가정**manifold assumption 또는 **매니폴드 가설**manifold hypothesis에 근거함" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- MNIST 데이터셋으로 생각해보면 손글씨 숫자 이미지는 선으로 연결되어 있고 경계는 흰색이고 어느 정도 중앙에 있음\n", "- 이미지 중 아주 적은 일부만 손글씨 숫자처럼 보임\n", "- 이런 제약은 데이터셋을 저차원의 매니폴드로 압축할 수 있도록 도와줌" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 매니폴드 가정은 종종 암묵적으로 다른 가정과 병행되곤 함. 바로 처리해야 할 작업(예를 들면 분류나 회귀)이 저차원의 매니폴드 공간에 표현되면 더 간단해질 것이란 가정임\n", "- 예를 들어 [그림 8-6]의 첫 번째 행에서는 스위스 롤이 두 개의 클래스로 나뉘어 있음\n", "- 3D(왼쪽)에서는 결정 경계가 매우 복잡하지만 펼쳐진 매니폴드 공간인 2D(오른쪽)에서는 결정 경계가 단순한 직선임" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 이런 가정이 항상 유효하지는 않음\n", "- [그림 8-6]의 두 번째 행의 경우에는 결정 경계가 x1 = 5에 놓여 있음\n", "- 이 결정 경계는 3D 공간에서는 매우 단순함(수직 평면). 하지만 펼쳐진 매니폴드에서는 결정 경계가 더 복잡해짐(네 개의 독립된수직선)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**그림 8-6 저차원에서 항상 간단하지 않은 결정 경계**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 요약하면 모델을 훈련시키기 전에 훈련 세트의 차원을 감소시키면 훈련 속도는 빨라지지만 항상 더 낫거나 간단한 솔루션이 되는 것은 아님\n", "- 이는 전적으로 데이터셋에 달렸음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## 8.3 PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**주성분 분석**Principal Component Analysis(PCA) : 가장 인기 있는 차원 축소 알고리즘. 먼저 데이터에 가장 가까운 초평면hyperplane을 정의한 다음, 데이터를 이 평면에 투영시킴" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.3.1 분산 보존" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 저차원의 초평면에 훈련 세트를 투영하기 전에 먼저 올바른 초평면을 선택해야 함\n", "- 예를 들어 [그림 8-7]의 왼쪽 그래프는 간단한 2D 데이터셋이 세 개의 축(즉, 일차원 초평면)과 함께 표현되어 있음. 오른쪽 그래프는 데이터셋이 각 축에 투영된 결과\n", " - 실선에 투영된 것은 분산을 최대로 보존하는 반면, 점선에 투영된 것은 분산을 매우 적게 유지하고 있음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**그림 8-7 투영할 부분 공간 선택하기**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 분산이 최대로 보존되는 축을 선택하는 것이 정보가 가장 적게 손실되므로 합리적으로 보임\n", "- 이 선택을 다른 방식으로 설명하면 원본 데이터셋과 투영된 것 사이의 평균 제곱 거리를 최소화하는 축임" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.3.2 주성분" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- PCA는 훈련 세트에서 분산이 최대인 축을 찾음. 또한 첫 번째 축에 직교하고 남은 분산을 최대한 보존하는 두 번째 축을 찾음\n", "- 고차원 데이터셋이라면 PCA는 이전의 두 축에 직교하는 세 번째 축을 찾으며 데이터셋에 있는 차원의 수만큼 네 번째, 다섯 번째, ... 축을 찾음\n", "- i번째 축을 정의하는 단위 벡터를 i번째 **주성분**principal component(PC)이라고 부름. [그림 8-7]에서 1번째 PC는 c1이고 2번째 PC는 c2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE_** 주성분의 방향은 일정치 않음. 훈련 세트를 조금 섞은 다음 다시 PCA를 적용하면 새로운 PC 중 일부가 원래 PC와 반대 방향일 수 있음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 훈련 세트의 주성분을 찾는 방법\n", " - 특잇값 분해Singular Value Decomposition(SVD)라는 표준 행렬 분해 기술을 사용\n", " - 훈련 세트 행렬 X를 세 개 행렬의 점곱인 U·Σ·VT로 분해\n", " - 여기서 찾고자 하는 모든 주성분이 V에 [식 8-1]과 같이 담겨 있음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**식 8-1 주성분 행렬**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "다음 파이썬 코드는 넘파이의 svd() 함수를 사용해 훈련 세트의 모든 주성분을 구한 후 처음 두 개의 PC를 추출" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3D 데이터셋을 만듭니다:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "np.random.seed(4) # 난수 생성을 위한 시드 설정\n", "m = 60\n", "w1, w2 = 0.1, 0.3\n", "noise = 0.1\n", "\n", "angles = np.random.rand(m) * 3 * np.pi / 2 - 0.5\n", "X = np.empty((m, 3))\n", "X[:, 0] = np.cos(angles) + np.sin(angles)/2 + noise * np.random.randn(m) / 2\n", "X[:, 1] = np.sin(angles) * 0.7 + noise * np.random.randn(m) / 2\n", "X[:, 2] = X[:, 0] * w1 + X[:, 1] * w2 + noise * np.random.randn(m)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.93636116, 0.29854881, 0.18465208])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_centered = X - X.mean(axis=0)\n", "U, s, Vt = np.linalg.svd(X_centered)\n", "c1 = Vt.T[:, 0]\n", "c2 = Vt.T[:, 1]\n", "c1" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([-0.34027485, 0.90119108, 0.2684542 ])" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c2" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.93636116, 0.29854881, 0.18465208],\n", " [-0.34027485, 0.90119108, 0.2684542 ],\n", " [-0.08626012, -0.31420255, 0.94542898]])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Vt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**CAUTION_** PCA는 데이터셋의 평균이 0이라고 가정함. 사이킷런의 PCA 파이썬 클래스는 이 작업을 대신 처리해줌.
\n", "그러나 (앞의 코드처럼) PCA를 직접 구현하거나 다른 라이브러리를 사용한다면 먼저 데이터를 원점에 맞추는 것을 잊어서는 안 됨" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.3.3 d차원으로 투영하기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 주성분을 모두 추출해냈다면 처음 d개의 주성분으로 정의한 초평면에 투영하여 데이터셋의 차원을 d차원으로 축소시킬 수 있음.\n", "- 이 초평면은 분산을 가능한 한 최대로 보존하는 투영임을 보장함\n", "- 예를 들어 [그림 8-2]에서 3D 데이터셋은 데이터셋의 분산이 가장 큰 첫 두 개의 주성분으로 구성된 2D 평면에 투영됨" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 초평면에 훈련 세트를 투영하기 위해서는 [식 8-2]와 같이 행렬 X와 첫 d개의 주성분을 담은 (즉, V의 첫 d열로 구성된) 행렬 Wd를 점곱하면 됨" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**식 8-2 훈련 세트를 d차원으로 투영하기**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "다음 파이썬 코드는 첫 두 개의 주성분으로 정의된 평면에 훈련 세트를 투영함" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "W2 = Vt.T[:, :2]\n", "X2D = X_centered.dot(W2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "PCA 변환이 되었음. 지금까지 분산을 가능한 한 최대로 유지하면서 어떻게 데이터셋의 차원을 특정 차원으로 축소하는지 보았음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.3.4 사이킷런 사용하기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 사이킷런의 PCA 모델은 앞서 한 것처럼 SVD 분해 방법을 사용하여 구현함" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "다음은 PCA 모델을 사용해 데이터셋의 차원을 2로 줄이는 코드 (사이킷런의 PCA 모델은 자동으로 데이터를 중앙에 맞춰줌)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "\n", "pca = PCA(n_components = 2)\n", "X2D = pca.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(60, 3)\n" ] }, { "data": { "text/plain": [ "array([[-1.01570027, -0.55091331, -0.26132626],\n", " [-0.00771675, 0.59958572, 0.03507755],\n", " [-0.95317135, -0.46453691, -0.24920288],\n", " [-0.92012304, 0.21009593, 0.02182381],\n", " [-0.76309739, 0.158261 , 0.19152496]])" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(X.shape)\n", "X[:5]" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(60, 2)\n" ] }, { "data": { "text/plain": [ "array([[ 1.26203346, 0.42067648],\n", " [-0.08001485, -0.35272239],\n", " [ 1.17545763, 0.36085729],\n", " [ 0.89305601, -0.30862856],\n", " [ 0.73016287, -0.25404049]])" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(X2D.shape)\n", "X2D[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "PCA 변환기를 데이터셋에 학습시키고 나면 components_ 변수를 사용해 주성분을 확인할 수 있음" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-0.93636116, -0.29854881, -0.18465208],\n", " [ 0.34027485, -0.90119108, -0.2684542 ]])" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.components_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.3.5 설명된 분산의 비율" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**설명된 분산의 비율**explained variance ratio : explained_variance\\_ratio_ 변수에 저장된 유용한 정보중 하나로 이 값은 각 주성분의 축을 따라 있는 데이터셋의 분산 비율을 나타냄" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.84248607, 0.14631839])" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.explained_variance_ratio_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이는 데이터셋 분산의 84.2%가 첫 번째 축에 놓여 있고 14.6%가 두 번째 축에 놓여 있음을 알려줌" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.3.6 적절한 차원 수 선택하기" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 축소할 차원 수를 임의로 정하기보다는 충분한 분산(예를 들면 95%)이 될 때까지 더해야 할 차원 수를 선택하는 쪽을 더 선호함\n", "- 데어터 시각화를 위해 차원을 축소하는 경우에는 차원을 2개나 3개로 줄이는 것이 일반적" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "다음 코드는 차원을 축소하지 않고 PCA를 계산한 뒤 훈련 세트의 분산을 95%로 유지하는 데 필요한 최소한의 차원 수를 계산함" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/envs/mlbook/lib/python3.5/site-packages/sklearn/utils/deprecation.py:77: DeprecationWarning: Function fetch_mldata is deprecated; fetch_mldata was deprecated in version 0.20 and will be removed in version 0.22\n", " warnings.warn(msg, category=DeprecationWarning)\n", "/anaconda3/envs/mlbook/lib/python3.5/site-packages/sklearn/utils/deprecation.py:77: DeprecationWarning: Function mldata_filename is deprecated; mldata_filename was deprecated in version 0.20 and will be removed in version 0.22\n", " warnings.warn(msg, category=DeprecationWarning)\n" ] } ], "source": [ "from sklearn.datasets import fetch_mldata\n", "from sklearn.model_selection import train_test_split\n", "\n", "mnist = fetch_mldata('MNIST original')\n", "\n", "X = mnist[\"data\"]\n", "y = mnist[\"target\"]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "scrolled": true }, "outputs": [], "source": [ "pca = PCA()\n", "pca.fit(X_train)\n", "# np.cumsum 함수는 입력 배열의 원소를 차례대로 누적한 배열을 반환\n", "cumsum = np.cumsum(pca.explained_variance_ratio_)\n", "d = np.argmax(cumsum >= 0.95) + 1" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "154" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "그런 다음 n_components=d로 설정하여 PCA를 다시 실행함.
\n", "하지만 유지하려는 주성분의 수를 지정하기보다는 보존하려는 분산의 비율을 n_components에 0.0에서 1.0사이로 설정하는 편이 훨씬 좋음" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components=0.95)\n", "X_reduced = pca.fit_transform(X_train)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(52500, 784)" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.shape" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(52500, 154)" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_reduced.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 적절한 차원 수를 선택하는 또 다른 방법은 설명된 분산을 차원 수에 대한 함수로 그리는 것([그림 8-8])
\n", " 이 그래프에는 설명된 분산의 빠른 성장이 멈추는 변곡점이 있음. 여기서는 차원을 약 100으로 축소해도 설명된 분산을 크게 손해보지 않을 것" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**그림 8-8 차원 수에 대한 함수로 나타낸 설명된 분산**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.3.7 압축을 위한 PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 차원을 축소하고 난 후에는 훈련 세트의 크기가 줄어듦\n", "- 또한 압축된 데이터셋에 PCA 투영의 변환을 반대로 적용하여 되돌릴 수도 있음. 물론 투영에서 일정량의 정보를 잃어버렸기 때문에 이렇게 해도 원본 데이터셋을 얻을 수는 없음\n", "- 원본 데이터와 재구성된 데이터(압축 후 원복한 것) 사이의 평균 제곱 거리를 **재구성 오차**reconstruction error라고 함" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "다음 코드는 MNIST 데이터셋을 154차원으로 압축하고 inverse_transform() 메서드를 사용해 784차원으로 복원함
\n", "[그림 8-9]는 원본 훈련 세트와 샘플을 압축한 후 복원한 결과를 보여줌" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components = 154)\n", "X_reduced = pca.fit_transform(X_train)\n", "X_recovered = pca.inverse_transform(X_reduced)" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(52500, 154)" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_reduced.shape" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(52500, 784)" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_recovered.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**그림 8-9 분산의 95%가 유지된 MNIST 압축**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "역변환 공식은 [식 8-3]과 같음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**식 8-3 원본의 차원 수로 되돌리는 PCA 역변환**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.3.8 점진적 PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- PCA 구현의 문제는 SVDSingular Value Decomposition 알고리즘(특잇값 분해)을 실행하기 위해 전체 훈련 세트를 메모리에 올려야 한다는 것이지만
\n", "**점진적 PCA**Incremental PCA(IPCA) 알고리즘이 있음\n", "- 훈련 세트를 미니배치로 나눈 뒤 IPCA 알고리즘에 한 번에 하나씩 주입함. 이런 방식은 훈련 세트가 클 때 유용하고 온라인으로(즉, 새로운 데이터가 준비되는 대로 실시간으로) PCA를 적용할 수도 있음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "다음 코드는 MNIST 데이터셋을 (넘파이의 array_split() 함수를 사용해) 100개의 미니배치로 나누고
사이킷런의 IncrementalPCA 파이썬 클래스에 주입하여 MNIST 데이터셋의 차원을 (이전과 같은) 154개로 줄임.
\n", "전체 훈련 세트를 사용하는 fit() 메서드가 아니라 partial_fit() 메서드를 미니배치마다 호출해야 함" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...................................................................................................." ] } ], "source": [ "from sklearn.decomposition import IncrementalPCA\n", "\n", "n_batches = 100\n", "inc_pca = IncrementalPCA(n_components=154)\n", "for X_batch in np.array_split(X_train, n_batches):\n", " print(\".\", end=\"\") # not shown in the book\n", " inc_pca.partial_fit(X_batch)\n", "\n", "X_reduced = inc_pca.transform(X_train)" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(52500, 784)" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.shape" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(52500, 154)" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_reduced.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "또 다른 방법은 넘파이의 memmap 파이썬 클래스를 사용해 하드 디스크의 이진 파일에 저장된 매우 큰 배열을 메모리에 들어 있는 것처럼 다루는 것.
\n", "이 파이썬 클래스는 필요할 때 데이터를 메모리에 적재함. IncrementalPCA는 특정 순간에 배열의 일부만 사용하기 때문에 메모리 부족 문제를 해결함.
\n", "다음 코드처럼 이 방식을 적용하면 일반적인 fit() 메서드를 사용할 수 있음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "memmap() 구조를 만들고 MNIST 데이터를 복사합니다. 이는 일반적으로 별도의 프로그램에서 먼저 수행됩니다:" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "from tempfile import mkdtemp\n", "import os.path as path\n", "filename = path.join(mkdtemp(), 'newfile.dat')\n", "m, n = X_train.shape\n", "\n", "X_mm = np.memmap(filename, dtype='float32', mode='write', shape=(m, n))\n", "X_mm[:] = X_train" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이제 memmap() 객체를 삭제하면 파이썬 종결자(finalizer)를 호출해서 데이터를 디스크에 저장하게 됩니다." ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "del X_mm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "다음에 다른 프로그램에서 데이터를 로드하여 훈련에 사용합니다:" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IncrementalPCA(batch_size=525, copy=True, n_components=154, whiten=False)" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_mm = np.memmap(filename, dtype=\"float32\", mode=\"readonly\", shape=(m, n))\n", "\n", "batch_size = m // n_batches\n", "inc_pca = IncrementalPCA(n_components=154, batch_size=batch_size)\n", "inc_pca.fit(X_mm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.3.9 랜덤 PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **랜덤 PCA**Randomized PCA : 확률적인 알고리즘으로, 첫 d개의 주성분에 대한 근삿값을 빠르게 찾음. 이 알고리즘의 계산 복잡도는
O(m × n2) + O(n3)이 아니라 O(m × d2) + O(d3)임. 그래서 d가 n보다 많이 작으면 앞선 알고리즘보다 매우 빨라짐" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "rnd_pca = PCA(n_components=154, svd_solver=\"randomized\", random_state=42)\n", "X_reduced = rnd_pca.fit_transform(X_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## 8.4 커널 PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **커널 PCA**kernel PCA(kPCA) : 복잡한 비선형 투영으로의 차원 축소를 가능하게 하는 기법.
\n", "이 기법은 투영된 후에 샘플의 군집을 유지하거나 꼬인 매니폴드에 가까운 데이터셋을 펼칠 때 유용" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "다음 코드는 사이킷런의 KernelPCA를 사용해 RBF 커널로 kPCA를 적용하고 있음" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_swiss_roll\n", "X, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)\n", "y = t > 6.9" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import KernelPCA\n", "\n", "rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.04)\n", "X_reduced = rbf_pca.fit_transform(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "함수 K(a,b) = (aT·b)2 을 2차 **다항식 커널**이라고 부름
\n", "머신러닝에서 **커널**은 변환함수 $\\phi$를 계산하지 않고(또는 $\\phi$를 모르더라도) 원래 벡터 a와 b에 기반하여 점곱 $\\phi$(a)T·$\\phi$(b)를 계산할 수 있는 함수
\n", "[식 5-10]에 가장 널리 사용되는 커널의 일부를 나열함" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**식 5-10 일반적인 커널**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "위 네 개의 커널이 매개변수 kernel에 지정할 수 있는 함수
\n", "선형은 \"linear\", 다항식은 \"poly\", 가우시안 RBF는 \"rbf\", 시그모이드는 \"sigmoid\"로 지정함" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[그림 8-10]은 선형 커널, RBF 커널, 시그모이드(로지스틱) 커널을 사용하여 2차원으로 축소시킨 스위스 롤의 모습" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**그림 8-10 여러 가지 커널의 kPCA를 사용해 2D로 축소시킨 스위스 롤**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.4.1 커널 선택과 하이퍼파라미터 튜닝" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- kPCA는 비지도 학습이기 때문에 좋은 커널과 하이퍼파라미터를 선택하기 위한 명확한 성능 측정 기준이 없음\n", "- 하지만 차원 축소는 종종 지도 학습의 전처리 단계로 활용되므로 그리드 탐색을 사용하여 주어진 문제에서 성능이 가장 좋은 커널과 하이퍼파라미터를 선택할 수 있음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "다음 코드는 두 단계의 파이프라인을 만드는데, 먼저 kPCA를 사용해 차원을 2차원으로 축소하고 분류를 위해 로지스틱 회귀를 적용함
\n", "그런 다음 파이프라인 마지막 단계에서 가장 높은 분류 정확도를 얻기 위해 GridSearchCV를 사용해 kPCA의 가장 좋은 커널과 gamma 파라미터를 찾음" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GridSearchCV(cv=3, error_score='raise-deprecating',\n", " estimator=Pipeline(memory=None,\n", " steps=[('kpca', KernelPCA(alpha=1.0, coef0=1, copy_X=True, degree=3, eigen_solver='auto',\n", " fit_inverse_transform=False, gamma=None, kernel='linear',\n", " kernel_params=None, max_iter=None, n_components=2, n_jobs=None,\n", " random_state=None, remove_zero_eig=False, tol=0)), ('log_reg', LogisticRe...ty='l2', random_state=None, solver='liblinear',\n", " tol=0.0001, verbose=0, warm_start=False))]),\n", " fit_params=None, iid='warn', n_jobs=None,\n", " param_grid=[{'kpca__kernel': ['rbf', 'sigmoid'], 'kpca__gamma': array([0.03 , 0.03222, 0.03444, 0.03667, 0.03889, 0.04111, 0.04333,\n", " 0.04556, 0.04778, 0.05 ])}],\n", " pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n", " scoring=None, verbose=0)" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.model_selection import GridSearchCV\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.pipeline import Pipeline\n", "\n", "clf = Pipeline([\n", " (\"kpca\", KernelPCA(n_components=2)),\n", " (\"log_reg\", LogisticRegression(solver='liblinear'))\n", " ])\n", "\n", "param_grid = [{\n", " \"kpca__gamma\": np.linspace(0.03, 0.05, 10),\n", " \"kpca__kernel\": [\"rbf\", \"sigmoid\"]\n", " }]\n", "\n", "grid_search = GridSearchCV(clf, param_grid, cv=3)\n", "grid_search.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'kpca__gamma': 0.043333333333333335, 'kpca__kernel': 'rbf'}" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid_search.best_params_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[그림 8-11]은 스위스 롤의 원본 3D 데이터셋(왼쪽 위)과 RBF 커널의 kPCA를 적용한 2D 데이터셋(오른쪽 위)을 보여줌" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**그림 8-11 커널 PCA와 재구성 원상 오차**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 커널 트릭 덕분에 훈련 세트를 **특성 맵**feature map $\\varphi$를 사용한 무한 차원의 특성 공간(오른쪽 아래)에 매핑한 다음,
변환된 데이터셋을 선형 PCA를 사용해 2D로 투영한 것과 수학적으로 동일\n", "- 축소된 공간에 있는 샘플에 대해 선형 PCA를 역전시키면 재구성된 데이터 포인트는 원본 공간이 아닌 특성 공간에 놓이게 됨(예를 들어 그림에서 x로 표현한 것)\n", "- 이 특성 공간은 무한 차원이기 때문에 재구성된 포인트를 계산할 수 없고 재구성에 따른 실제 에러를 계산할 수 없음\n", "- 하지만 재구성된 포인트에 가깝게 매핑된 원본 공간의 포인트를 찾을 수 있음. 이를 **재구성 원상**pre-image이라고 부름\n", "- 원상을 얻게 되면 원본 샘플과의 제곱 거리를 측정할 수 있음. 그래서 재구성 원상의 오차를 최소화하는 커널과 하이퍼파라미터를 선택할 수 있음\n", "- 재구성을 하는 한 가지 방법은 투영된 샘플을 훈련 세트로, 원본 샘플을 타깃으로 하는 지도 학습 회귀 모델을 훈련시키는 것
\n", "사이킷런에서는 다음 코드와 같이 fit_inverse_transform = True로 지정하면 이를 자동으로 수행함" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.0433,\n", " fit_inverse_transform=True)\n", "X_reduced = rbf_pca.fit_transform(X)\n", "X_preimage = rbf_pca.inverse_transform(X_reduced)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE_** KernelPCA는 fit_inverse_transform = False가 기본값이며 inverse_transform() 메서드를 가지고 있지 않음
\n", "     이 메서드는 fit_inverse_transform = True를 지정했을 때만 생성됨" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "그런 다음 재구성 원상 오차를 계산할 수 있음" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "32.7863087957661" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import mean_squared_error\n", "\n", "mean_squared_error(X, X_preimage)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## 8.5 LLE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **지역 선형 임베딩**Locally Linear Embedding(LLE) : 또 다른 강력한 **비선형 차원 축소**nonlinear dimensionality reduction(NLDR) 기술
\n", "이전 알고리즘처럼 투영에 의존하지 않는 매니폴드 학습\n", "- LLE는 먼저 각 훈련 샘플이 가장 가까운 이웃closest neighbor(c.n.)에 얼마나 선형적으로 연관되어 있는지 측정함.
\n", "그런 다음 국부적인 관계가 가장 잘 보존되는 훈련 세트의 저차원 표현을 찾음. 이는 특히 잡음이 너무 많지 않은 경우 꼬인 매니폴드를 펼치는데 잘 작동함" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "다음 코드는 사이킷런의 LocallyLinearEmbedding을 사용해 스위스 롤을 펼침" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import LocallyLinearEmbedding\n", "\n", "lle = LocallyLinearEmbedding(n_components=2, n_neighbors=10, random_state=42)\n", "X_reduced = lle.fit_transform(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "결과 2D 데이터셋이 [그림 8-12]에 나타나 있음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**그림 8-12 LLE를 사용하여 펼쳐진 스위스 롤**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 그림에서 볼 수 있듯이 스위스 롤이 완전히 펼쳐졌고 지역적으로는 샘플 간 거리가 잘 보존되어 있음\n", "- 그러나 크게 보면 샘플 간 거리가 잘 유지되어 있지 않음. 펼쳐진 스위스 롤의 오른쪽은 압축되어 있고 왼쪽은 확장되어 있음\n", "- 그럼에도 불구하고 LLE는 매니폴드를 모델링하는 데 잘 동작함" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- LLE가 작동하는 방식\n", " - 먼저 알고리즘이 각 훈련 샘플 x(i)에 대해 가장 가까운 k개의 샘플을 찾음(앞 코드에서는 k=10)\n", " - 그런 다음 이 이웃에 대한 선형 함수로 x(i)를 재구성함\n", " - 이는 x(i)와 $\\textstyle \\sum_{j=1}^m w_{i,j}x^{(j)}$ 사이의 제곱 거리가 최소가 되는 wi,j를 찾는 것\n", " - 여기서 x(j)가 x(i)의 가장 가까운 k개 이웃 중 하나가 아닐 경우에는 wi,j = 0이 됨\n", " - 그러므로 LLE의 첫 단계는 [식 8-4]와 같은 제한이 있는 최적화 문제가 됨\n", " - 여기서 W는 가중치 wi,j를 모두 담고 있는 가중치 행렬. 두 번째 제약은 각 훈련 샘플 x(i)에 대한 가중치를 단순히 정규화하는 것" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**식 8-4 LLE 단계 1: 선형적인 지역 관계 모델링**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- LLE가 작동하는 방식(이어서)\n", " - 이 단계를 거치면 (가중치 $\\hat w_{i,j}$를 담고 있는) 가중치 행렬 $\\hat W$은 훈련 샘플 사이에 있는 지역 선형 관계를 담고 있음\n", " - 이제 두 번째 단계는 가능한 한 이 관계가 보존되도록 훈련 샘플을 d차원 공간(d(i)가 d차원 공간에서 x(i)의 상image이라면 가능한 한 z(i)와 $\\textstyle \\sum_{j=1}^m w_{i,j}z^{(j)}$ 사이의 거리가 최소화되어야 함\n", " - 이 아이디어는 [식 8-5]와 같은 제약이 없는 최적화 문제로 바꾸어줌\n", " - 첫 번째 단계와 비슷해 보이지만, 샘플을 고정하고 최적의 가중치를 찾는 대신, 반대로 가중치를 고정하고 저차원의 공간에서 샘플 이미지의 최적 위치를 찾음\n", " - Z는 모든 z(i)를 포함하는 행렬임" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**식 8-5 LLE 단계 2: 관계를 보존하는 차원 축소**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 사이킷런이 제공하는 LLE 구현의 계산 복잡도\n", " - k개의 가장 가까운 이웃을 찾는 데 -> O(m log(m) n log(k))\n", " - 가중치 최적화 -> O(mnk3)\n", " - 저차원 표현을 만드는 데 -> O(dm2)\n", "- 마지막 항의 m2 때문에 이 알고리즘을 대량의 데이터셋에 적용하기는 어려움" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## 8.6 다른 차원 축소 기법" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "사이킷런은 다양한 차원 축소 기법을 제공함. 다음은 그중에서 가장 널리 사용되는 것들임([그림 8-13])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **다차원 스케일링**Multidimensional Scaling(MDS) : 샘플 간의 거리를 보존하면서 차원을 축소함\n", "- **Isomap** : 각 샘플을 가장 가까운 이웃과 연결하는 식으로 그래프를 만듦. 그런 다음 샘플 간의 **지오데식 거리**geodesic distance를 유지하면서 차원을 축소함
\n", "그래프에서 두 노드 사이의 **지오데식 거리**는 두 노드 사이의 최단 경로를 이루는 노드의 수\n", "- **t-SNE**t-Distributed Stochastic Neighbor Embedding : 비슷한 샘플은 가까이, 비슷하지 않은 샘플은 멀리 떨어지도록 하면서 차원을 축소함.
주로 시각화에 많이 사용되며 특히 고차원 공간에 있는 샘플의 군집을 시각화할 때 사용됨(예를 들면 MNIST 데이터셋을 2D로 시각화 할 때)\n", "- **선형 판별 분석**Linear Discriminant Analysis(LDA) :
분류 알고리즘이지만 훈련 과정에서 클래스 사이를 가장 잘 구분하는 축을 학습함. 이 축은 데이터가 투영되는 초평면을 정의하는데 사용할 수 있음.
이 알고리즘의 장점은 투영을 통해 가능한 한 클래스를 멀리 떨어지게 유지시키므로 SVM 분류기 같은 다른 분류 알고리즘을 적용하기 전에 차원을 축소시키는데 좋음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
**그림 8-13 여러 가지 기법을 사용해 스위스 롤을 2D로 축소하기**
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## 8.7 연습문제" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1.데이터셋의 차원을 축소하는 주요 목적은 무엇인가요? 대표적인 단점은 무엇인가요?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 차원 축소의 주요 목적\n", " - 훈련 알고리즘의 속도를 높이기 위해(어떤 경우에는 잡음과 중복된 특성을 삭제할 수도 있어 훈련 알고리즘의 성능을 높임)\n", " - 데이터를 시각화하고 가장 중요한 특성에 대한 통찰을 얻기 위해\n", " - 메모리 공간을 절약하기 위해(압축)\n", "- 주요 단점\n", " - 일부 정보를 잃어버려 훈련 알고리즘의 성능을 감소시킬 수 있음\n", " - 계산 비용이 높음\n", " - 머신러닝 파이프라인의 복잡도를 증가시킴\n", " - 변환된 데이터를 이해하기 어려운 경우가 많음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "2.차원의 저주란 무엇인가요?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 저차원 공간에는 없는 많은 문제가 고차원 공간에서 일어난다는 사실을 뜻함\n", "- 고차원 벡터는 매우 희소해서 과대적합의 위험이 크고, 많은 양의 데이터가 있지 않으면 데이터에 있는 패턴을 잡아내기가 매우 어려움" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "3.데이터셋의 차원을 축소시키고 나서 이 작업을 원복할 수 있나요? 할 수 있다면 어떻게 가능할까요? 가능하지 않다면 왜일까요?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 데이터셋의 차원이 축소되면 일부 정보가 차원 축소 과정에서 사라지기 때문에 이를 완벽하게 되돌리는 것은 불가능함" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "4.매우 비선형적인 데이터셋의 차원을 축소하는 데 PCA를 사용할 수 있을까요?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- PCA는 불필요한 차원을 제거할 수 있기 때문에 매우 비선형적이더라도 대부분의 더이터셋에서 차원을 축소하는데 사용할 수 있음\n", "- 그러나 불필요한 차원이 없다면 PCA의 차원 축소는 너무 많은 정보를 잃게 만듦" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "5.설명된 분산을 95%로 지정한 PCA를 1,000개의 차원을 가진 데이터셋에 적용한다고 가정하겠습니다. 결과 데이터셋의 차원은 얼마나 될까요?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 답은 데이터셋에 따라 다름. 극단적인 두 가지 사례를 살펴보겠음\n", "- 먼저 거의 완벽하게 일렬로 늘어선 데이터 포인트로 구성된 데이터셋을 생각해보면, PCA는 분산의 95%를 유지하면서 데이터셋을 단 하나의 차원으로 줄일 수 있음\n", "- 이번에는 완전히 무작위로 1,000개의 차원에 걸쳐 흩어져 있는 데이터셋을 생각해보면, 이 경우 분산의 95%를 보존하려면 거의 950개의 차원이 필요할 것임\n", "- 그러므로 답은 데이터셋에 따라 달라지고 1에서 950 사이의 어떤 수도 될 수 있음" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "6.기본 PCA, 점진적 PCA, 랜덤 PCA, 커널 PCA는 어느 경우에 사용될까요?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **기본 PCA** : 우선적으로 사용되지만 데이터셋 크기가 메모리에 맞을 때에 가능함\n", "- **점진적 PCA** : 메모리에 담을 수 없는 대용량 데이터셋에 적합. 하지만 기본 PCA보다 느리므로 데이터셋이 메모리 크기에 맞으면 기본 PCA를 사용해야 함.
점진적 PCA는 새로운 샘플이 발생될 때마다 실시간으로 PCA를 적용해야 하는 온라인 작업에 사용 가능함\n", "- **랜덤 PCA** : 데이터셋이 메모리 크기에 맞고 차원을 크게 축소시킬 때 사용됨. 이 경우에는 기본 PCA보다 훨씬 빠름\n", "- **커널 PCA** : 비선형 데이터셋에 유용함" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "7.어떤 데이터셋에 적용한 차원 축소 알고리즘의 성능을 어떻게 평가할 수 있을까요?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 직관적으로 데이터셋에서 너무 많은 정보를 잃지 않고 차원을 많이 제거할 수 있다면 차원 축소 알고리즘이 잘 작동한 것\n", "- 이를 측정하는 한 가지 방법은 역변환을 수행해서 재구성 오차를 측정하는 것\n", "- 하지만 모든 차원 축소 알고리즘이 역변환을 제공하지는 않음\n", "- 만약 차원 축소를 다른 머신러닝 알고리즘(예를 들면 랜덤 포레스트 분류기)을 적용하기 전에 전처리 단계로 사용한다면 두 번째 알고리즘의 성능을 측정해볼 수 있음.
\n", "즉, 차원 축소가 너무 많은 정보를 잃지 않았다면 원본 데이터셋을 사용했을 때와 비슷한 성능이 나와야 함" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "8.두 개의 차원 축소 알고리즘을 연결할 수 있을까요?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 두 개의 차원 축소 알고리즘을 연결할 수 있음\n", "- PCA로 불필요한 차원을 대폭 제거하고 난 다음 LLE 같이 훨씬 느린 알고리즘을 적용하는 것이 대표적인 사례\n", "- 이런 2단계 방식은 LLE만 사용했을 때와 거의 비슷한 성능을 내지만 속도가 몇 분의 1로 줄어들 것" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "9.(3장에서 소개한) MNIST 데이터셋을 로드하고 훈련 세트와 테스트 세트로 분할합니다(처음 60,000개는 훈련을 위한 샘플이고 나머지 10,000개는 테스트용입니다). 이 데이터셋에 랜덤 포레스트 분류기를 훈련시키고 얼마나 오래 걸리는지 시간을 잰 다음, 테스트 세트로 만들어진 모델을 평가합니다. 그런 다음 PCA를 사용해 설명된 분산이 95%가 되도록 차원을 축소합니다. 이 축소된 데이터셋에 새로운 랜덤 포레스트 분류기를 훈련시키고 얼마나 오래 걸리는지 확인합니다. 훈련 속도가 더 빨라졌나요? 이제 테스트 세트에서 이 분류기를 평가해보세요. 이전 분류기와 비교해서 어떤가요?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "문제: (3장에서 소개한) MNIST 데이터셋을 로드하고 훈련 세트와 테스트 세트로 분할합니다(처음 60,000개는 훈련을 위한 샘플이고 나머지 10,000개는 테스트용입니다)." ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import fetch_openml\n", "mnist = fetch_openml('mnist_784', version=1)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "X_train = mnist['data'][:60000]\n", "y_train = mnist['target'][:60000]\n", "\n", "X_test = mnist['data'][60000:]\n", "y_test = mnist['target'][60000:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "문제: 이 데이터셋에 랜덤 포레스트 분류기를 훈련시키고 얼마나 오래 걸리는지 시간을 잰 다음, 테스트 세트로 만들어진 모델을 평가합니다." ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "rnd_clf = RandomForestClassifier(n_estimators=10, random_state=42)" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": [ "import time\n", "\n", "t0 = time.time()\n", "rnd_clf.fit(X_train, y_train)\n", "t1 = time.time()" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "훈련 시간 6.36s\n" ] } ], "source": [ "print(\"훈련 시간 {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9492" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import accuracy_score\n", "\n", "y_pred = rnd_clf.predict(X_test)\n", "accuracy_score(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "문제: 그런 다음 PCA를 사용해 설명된 분산이 95%가 되도록 차원을 축소합니다." ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "\n", "pca = PCA(n_components=0.95)\n", "X_train_reduced = pca.fit_transform(X_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "문제: 이 축소된 데이터셋에 새로운 랜덤 포레스트 분류기를 훈련시키고 얼마나 오래 걸리는지 확인합니다. 훈련 속도가 더 빨라졌나요?" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "rnd_clf2 = RandomForestClassifier(n_estimators=10, random_state=42)\n", "t0 = time.time()\n", "rnd_clf2.fit(X_train_reduced, y_train)\n", "t1 = time.time()" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "훈련 시간 9.87s\n" ] } ], "source": [ "print(\"훈련 시간 {:.2f}s\".format(t1 - t0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "훈련이 느려졌습니다! 이 장에서 보았듯이 차원 축소는 언제나 훈련 시간을 줄여주지 못합니다. 데이터셋, 모델, 훈련 알고리즘에 따라 달라집니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "문제: 이제 테스트 세트에서 이 분류기를 평가해보세요. 이전 분류기와 비교해서 어떤가요?" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9009" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_test_reduced = pca.transform(X_test)\n", "\n", "y_pred = rnd_clf2.predict(X_test_reduced)\n", "accuracy_score(y_test, y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "차원 축소를 했을 때 유용한 정보를 일부 잃었기 때문에 성능이 조금 감소되는 것이 일반적입니다. 그렇지만 이 경우에는 성능 감소가 좀 심각한 것 같습니다. PCA가 별로 도움이 되지 않네요. 훈련 시간도 느려지고 성능도 감소했습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "10.t-SNE 알고리즘을 사용해 MNIST 데이터셋을 2차원으로 축소시키고 맷플롯립으로 그래프를 그려보세요. 이미지의 타깃 클래스마다 10가지 색깔로 나타낸 산점도를 그릴 수 있습니다. 또는 샘플의 위치에 각기 다른 색깔의 숫자를 나타낼 수도 있고, 숫자 이미지 자체의 크기를 줄여서 그릴 수도 있습니다(모든 숫자를 다 그리면 그래프가 너무 복잡해지므로 무작위로 선택한 샘플만 그리거나, 인접한 곳에 다른 샘플이 그려져 있지 않은 경우에만 그립니다). 잘 분리된 숫자의 군집을 시각화할 수 있을 것입니다. PCA, LLE, MDS 같은 차원 축소 알고리즘을 적용해보고 시각화 결과를 비교해보세요." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MNIST 데이터셋을 (다시) 로드합니다:" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import fetch_openml\n", "mnist = fetch_openml('mnist_784', version=1)\n", "mnist.target = mnist.target.astype(np.int)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "전체 60,000개의 이미지에 차원 축소를 하면 매우 오랜 시간이 걸리므로 10,000개의 이미지만 무작위로 선택하여 사용하겠습니다:" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [], "source": [ "np.random.seed(42)\n", "\n", "m = 10000\n", "idx = np.random.permutation(60000)[:m]\n", "\n", "X = mnist['data'][idx]\n", "y = mnist['target'][idx]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이제 t-SNE를 사용해 2D로 차원을 축소해 그래프로 나타냅니다:" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "\n", "tsne = TSNE(n_components=2, random_state=42)\n", "X_reduced = tsne.fit_transform(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "산점도를 그리기 위해 맷플롯립의 scatter() 함수를 사용합니다. 각 숫자마다 다른 색깔을 사용합니다:" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/envs/mlbook/lib/python3.5/site-packages/matplotlib/font_manager.py:1238: UserWarning: findfont: Font family ['NanumBarunGothic'] not found. Falling back to DejaVu Sans.\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(13,10))\n", "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=y, cmap=\"jet\")\n", "plt.axis('off')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이 그래프는 어떤 숫자가 다른 것과 구분이 쉬운지 알려 줍니다(가령, 0, 6 등이 잘 구분되어 있습니다). 그리고 어떤 숫자가 구분이 어려운지 알려 줍니다(가령, 4, 9입니다)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "PCA부터 시작해 보죠. 얼마나 오래 걸리는지도 재어 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA 시간: 0.3s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA\n", "import time\n", "\n", "t0 = time.time()\n", "X_pca_reduced = PCA(n_components=2, random_state=42).fit_transform(X)\n", "t1 = time.time()\n", "print(\"PCA 시간: {:.1f}s.\".format(t1 - t0))\n", "plt.figure(figsize=(13,10))\n", "plt.scatter(X_pca_reduced[:, 0], X_pca_reduced[:, 1], c=y, cmap=\"jet\")\n", "plt.axis('off')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "PCA가 아주 빠르네요! 몇 개의 군집이 보이지만 너무 겹쳐져 있습니다. LLE를 사용해 보죠:" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LLE 시간: 124.0s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import LocallyLinearEmbedding\n", "\n", "t0 = time.time()\n", "X_lle_reduced = LocallyLinearEmbedding(n_components=2, random_state=42).fit_transform(X)\n", "t1 = time.time()\n", "print(\"LLE 시간: {:.1f}s.\".format(t1 - t0))\n", "plt.figure(figsize=(13,10))\n", "plt.scatter(X_lle_reduced[:, 0], X_lle_reduced[:, 1], c=y, cmap=\"jet\")\n", "plt.axis('off')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "시간이 좀 걸리고 결과도 아주 좋지는 않습니다.
\n", "MDS를 시도해 보죠. 10,000개 샘플을 적용하면 이 알고리즘은 너무 오래걸리므로 2,000개만 시도해 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MDS 시간: 115.4s (10,000개가 아니고 2,000 MNIST 이미지에서).\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import MDS\n", "\n", "m = 2000\n", "t0 = time.time()\n", "X_mds_reduced = MDS(n_components=2, random_state=42).fit_transform(X[:m])\n", "t1 = time.time()\n", "print(\"MDS 시간: {:.1f}s (10,000개가 아니고 2,000 MNIST 이미지에서).\".format(t1 - t0))\n", "plt.figure(figsize=(13,10))\n", "plt.scatter(X_mds_reduced[:, 0], X_mds_reduced[:, 1], c=y[:m], cmap=\"jet\")\n", "plt.axis('off')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "아 이건 좋지 않아 보이네요. 모든 군집이 너무 중복되어 있습니다. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "아마 이 비교에서 t-SNE가 승자같네요. 시간을 재어 보진 않았으니 한번 해보죠:" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t-SNE 시간: 283.9s.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import TSNE\n", "\n", "t0 = time.time()\n", "X_tsne_reduced = TSNE(n_components=2, random_state=42).fit_transform(X)\n", "t1 = time.time()\n", "print(\"t-SNE 시간: {:.1f}s.\".format(t1 - t0))\n", "plt.figure(figsize=(13,10))\n", "plt.scatter(X_reduced[:, 0], X_reduced[:, 1], c=y, cmap=\"jet\")\n", "plt.axis('off')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "분산의 95%를 보존하도록 먼저 PCA를 적용하면 속도를 높여줄 수 있는지 확인해 보겠습니다:" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA+t-SNE 시간 151.4s.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pca_tsne = Pipeline([\n", " (\"pca\", PCA(n_components=0.95, random_state=42)),\n", " (\"tsne\", TSNE(n_components=2, random_state=42)),\n", "])\n", "t0 = time.time()\n", "X_pca_tsne_reduced = pca_tsne.fit_transform(X)\n", "t1 = time.time()\n", "print(\"PCA+t-SNE 시간 {:.1f}s.\".format(t1 - t0))\n", "plt.figure(figsize=(13,10))\n", "plt.scatter(X_pca_tsne_reduced[:, 0], X_pca_tsne_reduced[:, 1], c=y, cmap=\"jet\")\n", "plt.axis('off')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "네, 결과물에 영향을 미치지 않으면서 PCA 속도가 향상되었습니다. " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }