From 479d457486125e4e2af1a45335c12f624491ad13 Mon Sep 17 00:00:00 2001 From: Gerardo Marx Date: Fri, 4 Apr 2025 08:23:09 -0600 Subject: [PATCH] Readme updated sklearn --- Readme.md | 171 ++++++++++++++++++++++++++++++++--- Readme_files/Readme_15_0.png | Bin 0 -> 28080 bytes Readme_files/Readme_16_0.png | Bin 0 -> 18147 bytes Readme_files/Readme_1_0.png | Bin 18811 -> 39836 bytes Readme_files/Readme_5_0.png | Bin 0 -> 9695 bytes Readme_files/Readme_6_1.png | Bin 0 -> 40036 bytes 6 files changed, 157 insertions(+), 14 deletions(-) create mode 100644 Readme_files/Readme_15_0.png create mode 100644 Readme_files/Readme_16_0.png create mode 100644 Readme_files/Readme_5_0.png create mode 100644 Readme_files/Readme_6_1.png diff --git a/Readme.md b/Readme.md index 3493eb3..c710557 100644 --- a/Readme.md +++ b/Readme.md @@ -13,7 +13,7 @@ celsius = np.array([-40, -10, 0, 8, 15, 22, 38], dtype=float) fahrenheit = np.array([-40, 14, 32, 46, 59, 72, 100], dtype=float) # option 2: (X°C x 9/5) + 32 = 41 °F -points = 100 +points = 1000 np.random.seed(99) dataIn = np.linspace (-40,60, points) target = dataIn*9/5 + 32 +4*np.random.randn(points) @@ -94,8 +94,7 @@ from tensorflow.keras.optimizers import Adam #hyper parameters epoch = 500 lr = 0.01 -hn = 2 # hidden nodes -tf.random.set_seed(42) # For TensorFlow +tf.random.set_seed(99) # For TensorFlow model.compile(optimizer=Adam(lr), loss='mean_squared_error') @@ -109,25 +108,50 @@ print("Model trainned!") +```python +plt.plot(historial.epoch, historial.history['loss'], '.k' ) +plt.show() +``` + + + +![png](Readme_files/Readme_5_0.png) + + + + ```python predict = model.predict(dataIn) -plt.plot(dataIn, predict, ':r', label='estimated') -plt.plot(dataIn,target, '.b', label='real', alpha=0.4) +plt.plot(dataIn, predict, '-r', label='estimated') +plt.plot(dataIn,target, '.b', label='real', alpha=0.1) +#plt.xlim([0, 20]) +#plt.ylim([32, 39]) plt.legend() plt.grid() plt.show() ``` - 4/4 ━━━━━━━━━━━━━━━━━━━━ 0s 4ms/step + 32/32 ━━━━━━━━━━━━━━━━━━━━ 0s 741us/step -![png](Readme_files/Readme_5_1.png) +![png](Readme_files/Readme_6_1.png) +```python +for layer in model.layers: + print(layer.get_weights()) +``` + + [array([[ 0.7760521 , -0.18955402]], dtype=float32), array([8.428659, 8.034532], dtype=float32)] + [array([[2.4613197 ], + [0.63733613]], dtype=float32), array([6.2560296], dtype=float32)] + + + ```python # Get weights for layer in model.layers: @@ -139,15 +163,49 @@ for layer in model.layers: Layer: hidden Weights (Kernel): (1, 2) - [[-0.27738443 0.7908125 ]] + [[ 0.7760521 -0.18955402]] Biases: (2,) - [-8.219968 6.714554] + [8.428659 8.034532] Layer: output Weights (Kernel): (2, 1) - [[-1.9934888] - [ 1.5958738]] + [[2.4613197 ] + [0.63733613]] Biases: (1,) - [5.1361823] + [6.2560296] + + + +```python +inData = np.array([100]) +model.predict(inData) +``` + + 1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 25ms/step + + + + + + array([[211.05261]], dtype=float32) + + + + +```python +wih = np.array([[ 0.7760521, -0.18955402]]) +bh = np.array([8.428659, 8.034532]) +Xh = np.dot(inData, wih) + bh +who = np.array([[2.4613197 ],[0.63733613]]) +bo = np.array([6.2560296]) +O = np.dot(Xh,who) + bo +O +``` + + + + + array([211.05262121]) + # Testing the model @@ -158,13 +216,13 @@ inTest = np.array([100]) model.predict(inTest) ``` - 1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 87ms/step + 1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 22ms/step - array([[213.73816]], dtype=float32) + array([[115.929985]], dtype=float32) @@ -188,6 +246,91 @@ Oo +# sklearn + + +```python +from sklearn.neural_network import MLPRegressor +from sklearn.preprocessing import StandardScaler +from sklearn.model_selection import train_test_split +import numpy as np + +# Datos de ejemplo + + +# Escalado de los datos +scaler_X = StandardScaler() +scaler_y = StandardScaler() + +X_scaled = scaler_X.fit_transform(dataIn.reshape(-1,1)) +y_scaled = scaler_y.fit_transform(target.reshape(-1, 1)).ravel() + +# Modelo equivalente al de Keras +mlp = MLPRegressor( + hidden_layer_sizes=(2,), # 1 capa oculta con 2 neuronas + activation='identity', # activación lineal + learning_rate_init=0.001, # 👈 Learning rate + solver='adam', + max_iter=1000, + tol=1e-6, + random_state=4 +) + +# Entrenar modelo +mlp.fit(X_scaled, y_scaled) + +# Predicción +y_pred_scaled = mlp.predict(X_scaled) +y_pred = scaler_y.inverse_transform(y_pred_scaled.reshape(-1, 1)) + +# Visualizar resultados (opcional) +import matplotlib.pyplot as plt + +plt.scatter(dataIn, target, label="Original data") +plt.plot(dataIn, y_pred, color='red', label="MLPRegressor output") +plt.legend() +plt.show() +``` + + + +![png](Readme_files/Readme_15_0.png) + + + + +```python +plt.plot(mlp.loss_curve_,'.k') +plt.xlabel("Épocas") +plt.ylabel("Error (loss)") +plt.title("Evolución del error en entrenamiento") +plt.grid(True) +plt.show() +``` + + + +![png](Readme_files/Readme_16_0.png) + + + + +```python +print("Pesos entre capa de entrada y oculta:", mlp.coefs_[0]) +print("Pesos entre capa oculta y salida:", mlp.coefs_[1]) +print("Bias de capa oculta:", mlp.intercepts_[0]) +print("Bias de salida:", mlp.intercepts_[1]) +``` + + Pesos entre capa de entrada y oculta: [[ 1.70549238 -0.37235861]] + Pesos entre capa oculta y salida: [[ 0.30934654] + [-1.25842791]] + Bias de capa oculta: [1.02819949 1.02732046] + Bias de salida: [0.97683886] + + +# Model scheme + ```python def generate_ascii_ann(model): diff --git a/Readme_files/Readme_15_0.png b/Readme_files/Readme_15_0.png new file mode 100644 index 0000000000000000000000000000000000000000..8e9d1a2100d8a83cd121091a7606bb267b933b4c GIT binary patch literal 28080 zcmZsjWmFtX*R~@Nf&~dqaCZxC!QI`1ySpEP>mU_p7Xr+<6|ur zYoNQjyLwmEweNiw;fnGS$Ow1{Z{EB?mXZ`ze)HxX?VC4mGd_L*e#3{Yxdr^-aS_vW zQL#63aW`}_eIsY+;$UO%Vq}KlZY-w-D#>m3V$V^Xc;o{=p%)`WF`#(o8+B=yu zft@s+fL7ogB(7ps_KO$+>)Qks0(yiCsxTZ)c8I>P!aMl9F`dWt-%^q( zPE94(62ZcDwLbd+EM6)zb$qJg8`BXr>}JTE1^ZfiFu#MG{id9Ggg?;IOc; z8io&;q@<+74LGX6C+a1m|L-5a7;d3|{_Obt;JQ7MgyQDrrsc~GG-U#F!1=h|{T_ox 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