Created
October 11, 2019 05:11
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Linear Regression\n", | |
"\n", | |
"linear regression을 Tensorflow를 이용해 구현해보자.\n", | |
"\n", | |
"Linear model = **Wx + b**" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": { | |
"image/png": { | |
"height": 200, | |
"width": 200 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./linear.PNG', width=200, height=200)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 특징과 다항 Regression\n", | |
"\n", | |
"- 특징들을 가지고 새로운 특징을 만들어낼 수 있다.\n", | |
" - 예) 집의 가로와 세로 폭 이라는 두 특징을 합쳐서 집의 넓이라는 한 특징으로 표현할 수 있다.\n", | |
" \n", | |
" \n", | |
"### 다항 Regression\n", | |
"- Regression이 항상 직선일 필요가 없다.\n", | |
"\n", | |
"\n", | |
"- model을 굽게 하거나 다르게 변형할 수 있다. \n", | |
"\n", | |
"\n", | |
"- 예) $b + w1x1$ 을 $b + w1x1 + w2x1^2 + w3x1^3$ 이런식으로 표현할 수 있다.\n", | |
" - x1^2 = x2, x1^3 = x3로 치환하여 생각하면 된다." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": { | |
"image/png": { | |
"width": 600 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./poly.PNG', width=600)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# linear cost function(MSE)\n", | |
"\n", | |
"예측한 값과 실제 값의 차이를 기준으로 예측 성공 정도를 판단.\n", | |
"이 cost function을 최소화시키는 것이 train의 목적.\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 1, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image(filename=\"./linear_cost.PNG\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Variable\n", | |
"\n", | |
"- tensorflow용 변수로 지정 및 크기 설정.\n", | |
"\n", | |
"\n", | |
"- W, b에 대해서 처음에는 랜덤으로 값을 지정해줌 : random_normal\n", | |
"\n", | |
"\n", | |
"- reduce_mean은 평균을 내는 계산\n", | |
"\n", | |
"### global_variables_initializer()\n", | |
"session 시작 전에 무조건 글로벌 변수들(ex. W, b)을 초기화 해주어야함. " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"0 9.645348 [0.16996783]\n", | |
"1 2.7435656 [0.5573162]\n", | |
"2 0.78039205 [0.76390195]\n", | |
"3 0.22197835 [0.874081]\n", | |
"4 0.06314048 [0.9328432]\n", | |
"5 0.017959986 [0.96418303]\n", | |
"6 0.0051086275 [0.9808976]\n", | |
"7 0.0014531168 [0.9898121]\n", | |
"8 0.00041332998 [0.99456644]\n", | |
"9 0.00011756999 [0.9971021]\n", | |
"10 3.3443186e-05 [0.99845445]\n", | |
"11 9.5122505e-06 [0.9991757]\n", | |
"12 2.7051233e-06 [0.9995604]\n", | |
"13 7.694554e-07 [0.9997656]\n", | |
"14 2.190164e-07 [0.99987495]\n", | |
"15 6.225612e-08 [0.9999333]\n", | |
"16 1.7739797e-08 [0.9999644]\n", | |
"17 5.0161617e-09 [0.99998105]\n", | |
"18 1.4446897e-09 [0.99998987]\n", | |
"19 4.0672887e-10 [0.99999464]\n", | |
"20 1.1459633e-10 [0.99999714]\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import tensorflow as tf\n", | |
"import matplotlib.pyplot as plt\n", | |
"x_data = [1,2,3]\n", | |
"y_data = [1,2,3]\n", | |
"\n", | |
"# later input \n", | |
"W = tf.Variable(tf.random_normal([1]))\n", | |
"X = tf.placeholder(tf.float32)\n", | |
"Y = tf.placeholder(tf.float32)\n", | |
"# no bias for convenient\n", | |
"model = X * W\n", | |
"\n", | |
"# cost function\n", | |
"cost = tf.reduce_sum(tf.square(model - Y))\n", | |
"\n", | |
"# gradient descent method\n", | |
"learning_rate = 0.1\n", | |
"gradient = tf.reduce_mean((W * X - Y) * X)\n", | |
"descent = W - learning_rate * gradient\n", | |
"update = W.assign(descent)\n", | |
"\n", | |
"# 위의 gradient descent method를 길게 쓸 필요없이\n", | |
"# tf.train.GradientDescentOptimizer를 씀으로써 나타낼 수 있다.\n", | |
"\n", | |
"with tf.Session() as sess:\n", | |
" # initializtion for variables\n", | |
" sess.run(tf.global_variables_initializer())\n", | |
" W_val=[]\n", | |
" cost_val = []\n", | |
" for step in range(21):\n", | |
" cost_,W_, _=sess.run([cost,W,update], feed_dict={X: x_data, Y: y_data})\n", | |
" cost_val.append(cost_)\n", | |
" W_val.append(W_)\n", | |
" print(step , sess.run(cost, feed_dict={X: x_data, Y: y_data}), sess.run(W))\n", | |
" \n", | |
"\n", | |
"# show the cost function\n", | |
"plt.plot(W_val, cost_val)\n", | |
"plt.show()\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### placeholder\n", | |
"\n", | |
"- 값을 미리 넣지않고 session에서 feed_dict를 이용해 넣어줌\n", | |
"\n", | |
"\n", | |
"- placeholder에서 shape 정의 가능 * None은 아무 값이 들어올 수 있다는 뜻\n", | |
"\n", | |
"\n", | |
"- 먼저 정의를 해둔 뒤에 나중에 train으로 데이타를 넣어줄 수 있음.\n", | |
"\n", | |
"\n", | |
"- 또한 새로운 train set도 후에 추가해줄 수 있음.\n", | |
"\n", | |
"#### Etc\n", | |
"- sess.run에서 [] 리스트로 묶어서 한꺼번에 실행 가능\n", | |
"\n", | |
"\n", | |
"- 세션 실행 전에 Global_variable_initializer()로 무조건 초기화를 해주어야한다. (Variable : W, b 등등)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"============original_train_data============\n", | |
"0 18.706182 [-0.03203435] [-1.6919836]\n", | |
"200 0.059221637 [1.2819622] [-0.6409665]\n", | |
"400 0.022613747 [1.1742356] [-0.39607853]\n", | |
"600 0.008635036 [1.1076671] [-0.2447524]\n", | |
"800 0.0032972775 [1.0665317] [-0.15124206]\n", | |
"1000 0.0012590678 [1.0411129] [-0.09345871]\n", | |
"1200 0.00048077272 [1.025405] [-0.05775179]\n", | |
"1400 0.00018357886 [1.0156987] [-0.03568682]\n", | |
"1600 7.010076e-05 [1.0097009] [-0.02205246]\n", | |
"1800 2.676726e-05 [1.0059946] [-0.01362705]\n", | |
"2000 1.02217045e-05 [1.0037044] [-0.00842086]\n", | |
"[5.0101013]\n", | |
"[1.998988 5.0101013]\n", | |
"[1.4971358 3.5045445]\n", | |
"\n", | |
"============new_train_data============\n", | |
"0 1.2041113 [1.0693947] [0.01352528]\n", | |
"200 0.049864512 [1.1444851] [0.5783627]\n", | |
"400 0.012866588 [1.0733937] [0.83502525]\n", | |
"600 0.0033199594 [1.0372815] [0.9654017]\n", | |
"800 0.0008566583 [1.0189378] [1.0316283]\n", | |
"1000 0.0002210415 [1.0096198] [1.0652692]\n", | |
"1200 5.70326e-05 [1.0048865] [1.0823582]\n", | |
"1400 1.4719006e-05 [1.0024823] [1.091038]\n", | |
"1600 3.799094e-06 [1.0012611] [1.0954471]\n", | |
"1800 9.803747e-07 [1.0006407] [1.097687]\n", | |
"2000 2.5317945e-07 [1.0003257] [1.0988245]\n", | |
"[6.100453]\n", | |
"[3.5996387]\n", | |
"[2.599313 4.599964]\n" | |
] | |
} | |
], | |
"source": [ | |
"import tensorflow as tf\n", | |
"\n", | |
"# placeholder : define X, Y with no value\n", | |
"X = tf.placeholder(tf.float32, shape=[None]) \n", | |
"Y = tf.placeholder(tf.float32, shape=[None])\n", | |
"\n", | |
"# W, b setting\n", | |
"W = tf.Variable(tf.random_normal([1]))\n", | |
"b = tf.Variable(tf.random_normal([1]))\n", | |
"\n", | |
"# linear model\n", | |
"model = X * W + b\n", | |
"\n", | |
"# cost function\n", | |
"cost = tf.reduce_mean(tf.square(model-Y))\n", | |
"\n", | |
"# train\n", | |
"train = tf.train.GradientDescentOptimizer(0.01).minimize(cost)\n", | |
"\n", | |
"# Launch the graph in session\n", | |
"with tf.Session() as sess:\n", | |
" sess.run(tf.global_variables_initializer())\n", | |
" #train\n", | |
" print('='*12+'original_train_data'+'='*12)\n", | |
" for step in range(2001):\n", | |
" _, cost_val, W_val, b_val = sess.run(\n", | |
" [train, cost, W, b], feed_dict={X: [1,2,3], Y:[1,2,3]}\n", | |
" )\n", | |
" if step % 200 == 0:\n", | |
" print(step, cost_val, W_val, b_val)\n", | |
" \n", | |
" # Test\n", | |
" print(sess.run(model, feed_dict={X:[5]}))\n", | |
" print(sess.run(model, feed_dict={X:[2,5]}))\n", | |
" print(sess.run(model, feed_dict={X:[1.5,3.5]}))\n", | |
" \n", | |
" print()\n", | |
" print('='*12+'new_train_data'+'='*12)\n", | |
" # new train data\n", | |
" for step in range(2001):\n", | |
" _,cost_val, W_val, b_val = sess.run(\n", | |
" [train, cost, W, b], feed_dict={X:[1,2,3,4,5],Y:[2.1,3.1,4.1,5.1,6.1]}\n", | |
" )\n", | |
" if step % 200 == 0:\n", | |
" print(step, cost_val, W_val, b_val)\n", | |
" \n", | |
" # Test\n", | |
" print(sess.run(model, feed_dict={X:[5]}))\n", | |
" print(sess.run(model, feed_dict={X:[2.5]}))\n", | |
" print(sess.run(model, feed_dict={X:[1.5,3.5]}))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Example Linear Regression with Keras\n", | |
"\n", | |
"- Dense : layer를 만들어주는 함수. \n", | |
"\n", | |
"\n", | |
"- verbose : train 진행상황을 보여줄 것인가 말 것인가 옵션\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Using TensorFlow backend.\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\framework\\op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"Colocations handled automatically by placer.\n", | |
"WARNING:tensorflow:From C:\\Users\\helov\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"Use tf.cast instead.\n", | |
"_________________________________________________________________\n", | |
"Layer (type) Output Shape Param # \n", | |
"=================================================================\n", | |
"dense_1 (Dense) (None, 1) 2 \n", | |
"=================================================================\n", | |
"Total params: 2\n", | |
"Trainable params: 2\n", | |
"Non-trainable params: 0\n", | |
"_________________________________________________________________\n", | |
"[array([[0.771859]], dtype=float32), array([0.09081039], dtype=float32)]\n", | |
"[[3.1782463]]\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"from keras.models import Sequential\n", | |
"from keras.layers import Dense\n", | |
"\n", | |
"# Data\n", | |
"x_data = np.array([[1],[2],[3]])\n", | |
"y_data = np.array([[1],[2],[3]])\n", | |
"\n", | |
"# model ,cost, train\n", | |
"model = Sequential() \n", | |
"model.add(Dense(1, input_dim=1)) # num of unit : 1, num of node for input : 1\n", | |
"model.compile(loss='mse', optimizer='adam')\n", | |
"model.fit(x_data, y_data, epochs=100, verbose=0)\n", | |
"model.summary()\n", | |
"\n", | |
"# Inference\n", | |
"print(model.get_weights())\n", | |
"print(model.predict(np.array([4])))\n", | |
"\n", | |
"# Plot\n", | |
"plt.scatter(x_data, y_data) # 데이터를 분무기처럼 흩뿌리듯이\n", | |
"plt.plot(x_data, y_data)\n", | |
"plt.grid(True)\n", | |
"plt.show()\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"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": "3.7.4" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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