diff --git a/MachineLearning/2021-10-30_ML-Class-3/LogisticRegression.html b/MachineLearning/2021-10-30_ML-Class-3/LogisticRegression.html new file mode 100644 index 0000000..2b49b39 --- /dev/null +++ b/MachineLearning/2021-10-30_ML-Class-3/LogisticRegression.html @@ -0,0 +1,13933 @@ + + + + +LogisticRegression1 + + + + + + + + + + + + + + + + + + + + + + +
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+

Importing important libraries

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In [1]:
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import numpy as np
+import pandas as pd
+import plotly.express as px
+import plotly.graph_objects as go
+import plotly.figure_factory as ff
+import matplotlib.pyplot as plt
+from sklearn.model_selection import train_test_split
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+ +
+
+
+ +
+
+
+
+

Loading the training dataset

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+

For demonstration purposes, let us take a 2 dimensional dataset with tow features (Feature_1 and Feature_2) and consisting of two classes (Class A and Class B) having a distribution specifications as follows:

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Class A: The Class A is centred around the mean of (1,1) and has the covariance matrix [[1,-0.2],[-0.2,1]]

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Class B: The Class B is centred around the mean of (3,4) and has the covariance matrix [[1,0.1],[0.1,1]]

+

Defintions:

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Mean: A Class with centre (x1, x2) as mean denotes that the average value along "Feature_1" is x1 and the average value along "Feature_2" is x2

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P.S: Since we would like to ensure that the outputs corrosponds to the desired output, we will also add the seed value of 42 while generating these distributions.

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In [2]:
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mean_01=np.array([1,1])
+cov_01=np.array([[1,-0.2],[-0.2,1]])
+mean_02=np.array([3,4])
+cov_02=np.array([[1,0.1],[0.1,1]])
+np.random.seed(42)
+data_01=np.random.multivariate_normal(mean_01,cov_01,500, check_valid= "warn")
+data_02=np.random.multivariate_normal(mean_02,cov_02,500, check_valid= "warn")
+data = np.vstack((data_01,data_02))
+df_train = pd.DataFrame(data, columns = ["Feature_1", "Feature_2"])
+df_train["class"] = [0]*500 + [1]*500 
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+ +
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+ +
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+

Visualising the dataset

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In [3]:
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fig = go.Figure(
+    layout = dict(
+        width = 800,
+        height = 800,
+        title_text = "Visualization of the dataset",
+        xaxis = dict(
+            title = dict(
+                text = "Feature_1"
+            )
+        ),
+        yaxis = dict(
+            title = dict(
+                text = "Feature_2"
+            )
+        )
+    )
+)
+
+scatter_trace_1 = go.Scatter(
+    x = df_train["Feature_1"][:500],
+    y = df_train["Feature_2"][:500],
+    mode = "markers",
+    name= "Class A",
+    hovertemplate = "Feature_1: %{x}<br>Feature_2: %{y}",
+    marker = dict(
+        size = 9,
+        opacity = .80,
+        color = "lightblue",
+        line = dict(
+            color = "blue",
+            width = 1,
+        )
+    )
+)
+
+scatter_trace_2 = go.Scatter(
+    x = df_train["Feature_1"][500:],
+    y = df_train["Feature_2"][500:],
+    mode = "markers",
+    name= "Class B",
+    hovertemplate = "Feature_1: %{x}<br>Feature_2: %{y}",
+    marker = dict(
+        symbol = "star-triangle-up",
+        size = 10,
+        opacity = 0.65,
+        color ="darkorange",
+        line = dict(
+            color = "red",
+            width = 1,
+        )
+    )
+)
+
+fig.add_trace(scatter_trace_1)
+fig.add_trace(scatter_trace_2)
+fig.show()
+# fig.write_html(r".\expected outputs\expectedoutput1.html")
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+

Machine Learning Model

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Preparing training and test sets

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In [4]:
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X = df_train[["Feature_1","Feature_2"]]
+Y = df_train[["class"]]
+X = np.hstack((np.ones((1000,1)),X.to_numpy()))
+X_train, X_test, Y_train, Y_test = train_test_split(X, Y.to_numpy(), test_size=0.2, random_state=42)
+print(X_train.shape,Y_train.shape,X_test.shape,Y_test.shape)
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+ +
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+ +
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+ +
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(800, 3) (800, 1) (200, 3) (200, 1)
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+

Defining the model

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In [5]:
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def hypothesis(x,theta):
+    sigmoid=(1.0/(1.0 + np.exp(-1.0*np.dot(x,theta))))
+    return(sigmoid)
+
+def error(X,Y,theta):
+    m=X.shape[0]
+    err=0
+    for i in range(m):
+        hx=hypothesis(X[i],theta)
+        err+=Y[i]*np.log2(hx) + (1-Y[i])*np.log2(1-hx)
+    err /=m
+    return(-err)
+
+def gradient(X,Y,theta):
+    grad=np.zeros((X.shape[1]))
+    m=X.shape[0]
+    fea=X.shape[1]
+    for i in range(m):
+        hx=hypothesis(X[i],theta)
+        for j in range(fea):
+            grad[j]+=(hx-Y[i])*X[i,j]
+    grad=grad/m
+    return(grad)
+    
+def gradient_ascent(X,Y,learning_rate=0.5):
+    theta=2*np.random.random(X.shape[1])
+    theta[0]=0
+    error_list=[]
+    acc_list=[]
+    theta_list = []
+    for i in range(100):
+        grad=gradient(X,Y,theta)
+        err=error(X,Y,theta)
+        error_list.append(err)
+        acc_list.append(accuracy(X,Y,theta))
+        theta_list.append(theta.copy())
+        for j in range(X.shape[1]):
+            theta[j]-=learning_rate*grad[j]
+    probabilty_list = predic_proba(X, theta)
+    return(theta, theta_list, error_list, acc_list, probabilty_list)
+
+def predict(x,theta):
+    p=hypothesis(x,theta)
+    if p<0.5:
+        return 0
+    else:
+        return 1
+
+def predic_proba(x,theta):
+    probabilty_list = []
+    for i in range(X.shape[0]):
+        probability = hypothesis(X[i],theta)
+        probabilty_list.append(probability)
+    return probabilty_list
+
+
+def accuracy(X,Y,theta):
+    y_pred=[]
+    for i in range(X.shape[0]):
+        p=predict(X[i],theta)
+        y_pred.append(p)
+    y_pred=np.array(y_pred)
+    y_pred=y_pred.reshape((-1,1))
+    return(Y==y_pred).sum()/X.shape[0]
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+ +
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+ +
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+

Training the model

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In [6]:
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theta, theta_list, error_list, acc_list, probabilty_list=gradient_ascent(X_train,Y_train)
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+

Visualising Error over training set

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In [7]:
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+
fig = go.Figure(
+    layout = dict(
+        width = 800,
+        height = 800,
+        title_text = "Visualising the error",
+        xaxis = dict(
+            title = dict(
+                text = "Iteration"
+            )
+        ),
+        yaxis = dict(
+            title = dict(
+                text = "Error (Negative of maximum likelihood)"
+            )
+        )
+    )
+)
+
+fig.add_trace(go.Scatter(
+    x = [x for x in range(1,101,1)],
+    y = [x[0] for x in error_list],
+    mode = "lines+markers",
+    name= "",
+    marker = dict(
+        color = "lightblue",
+        line = dict(
+            color = "blue",
+            width = 1,
+        )
+    ),
+    hovertemplate = "Iteration: %{x}<br>Error: %{y}",
+))
+
+fig.show()
+# fig.write_html(r".\expected outputs\expectedoutput2.html")how()
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+

Visalising accuracy over test set

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In [8]:
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+
fig = go.Figure(
+    layout = dict(
+        width = 800,
+        height = 800,
+        title_text = "Visualising the Accuracy",
+        xaxis = dict(
+            title = dict(
+                text = "Iteration"
+            )
+        ),
+        yaxis = dict(
+            title = dict(
+                text = "Accuracy"
+            )
+        )
+    )
+)
+
+fig.add_trace(go.Scatter(
+    x = [x for x in range(1,101,1)],
+    y = acc_list,
+    mode = "lines+markers",
+    name= "",
+    marker = dict(
+        color = "lightblue",
+        line = dict(
+            color = "blue",
+            width = 1,
+        )
+    ),
+    hovertemplate = "Iteration: %{x}<br>Accuracy: %{y}",
+))
+
+fig.show()
+# fig.write_html(r".\expected outputs\expectedoutput3.html")
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In [9]:
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print("The accuracy for the algorithm is:",acc_list[-1])
+print("The final theta parameters calculated are:",theta)
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+ +
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+ +
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+ + +
+ +
+ + +
+
The accuracy for the algorithm is: 0.96375
+The final theta parameters calculated are: [-3.8480557   0.60018874  1.22204899]
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+

Visualising the decision boundry over iterations

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In [10]:
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sliders_dict = {
+    'active': 0,
+    'yanchor': 'top',
+    'xanchor': 'left',
+    'currentvalue': {
+        'font': {'size': 20},
+        'prefix': 'No. of iterations:',
+        'visible': True,
+        'xanchor': 'right'
+    },
+    'transition': {'duration': 300, 'easing': 'linear'},
+    'pad': {'b': 10, 't': 50},
+    'len': 0.9,
+    'x': 0.1,
+    'y': 0,
+    'steps': []
+}
+
+frames = []
+for i in range(100):
+    frame = go.Frame(
+        data = [scatter_trace_1, scatter_trace_2,
+            go.Scatter(
+                x = np.linspace(-3,7,2), 
+                y = -1*(theta_list[i][0]+np.linspace(-4,8,2)*theta_list[i][1])/theta_list[i][2],
+                mode = "lines",
+                name = "Decision Boundry",
+                hoverinfo = "none"
+            )
+        ],
+        name = str(i+1)
+    )
+    frames.append(frame)
+
+for i in range(100):
+    slider_step = {'args': [
+        [i+1],{
+            'frame': {'duration': 300, 'redraw': True},
+            'mode': 'immediate',
+            'transition': {'duration': 300}
+        }],
+    'label': i+1,
+    'method': 'animate'}
+    sliders_dict['steps'].append(slider_step)
+fig = go.Figure(
+    data = [scatter_trace_1, scatter_trace_2, 
+            go.Scatter(
+                x = np.linspace(-3,7,2), 
+                y = -1*(theta_list[0][0]+np.linspace(-4,8,2)*theta_list[0][1])/theta_list[0][2],
+                mode = "lines",
+                name = "Decision Boundry",
+                hoverinfo = "none"
+            )],
+    layout = go.Layout(updatemenus=[{
+        'buttons': [{
+            "args": [None,{"fromcurrent": True,
+                           "transition": {"duration": 50,
+                                          "easing": "linear"}}],
+            'label': 'Play',
+            'method': 'animate'
+        },
+        {
+            'args': [[None],{'frame': {'duration': 0, 'redraw': False},
+                             'mode': 'immediate',
+                             'transition': {'duration': 0}}],
+            'label': 'Pause',
+            'method': 'animate'
+        }],
+        'direction': 'left',
+        'pad': {'r': 10, 't': 87},
+        'showactive': False,
+        'type': 'buttons',
+        'x': 0.1,
+        'xanchor': 'right',
+        'y': 0,
+        'yanchor': 'top'
+    }]),
+    frames = frames
+)
+fig.update_layout(
+    width = 800,
+    height = 800,
+    title_text = "Visualising the convergence of decision boundary",
+    xaxis = dict(
+        range = [-3.5,7.5],
+        title = dict(
+            text = "Feature_1"
+        )
+    ),
+    yaxis = dict(
+        title = dict(
+            text = "Feature_2"
+        )
+    )
+)
+fig['layout']['sliders'] = [sliders_dict]
+fig.show()
+# fig.write_html(r".\expected outputs\expectedoutput4.html")
+
+ +
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+ +
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+ + +
+ +
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+

Plotting the decision boundry

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In [11]:
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+
+
fig = go.Figure(
+    layout = dict(
+        width = 800,
+        height = 800,
+        title_text = "Visualization of the decision boundary",
+        xaxis = dict(
+            range = [-4,8],
+            title = dict(
+                text = "Feature_1"
+            )
+        ),
+        yaxis = dict(
+            title = dict(
+                text = "Feature_2"
+            )
+        )
+    )
+)
+
+fig.add_trace(scatter_trace_1)
+fig.add_trace(scatter_trace_2)
+
+fig.add_trace(go.Scatter(
+    x = np.linspace(-3,7,2), 
+    y = -1*(theta[0]+np.linspace(-4,8,2)*theta[1])/theta[2],
+    mode = "lines",
+    name = "Decision Boundry",
+    hoverinfo = "none"
+))
+
+fig.show()
+# fig.write_html(r".\expected outputs\expectedoutput5.html")
+plt.show()
+
+ +
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+ +
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+ + + + + + diff --git a/MachineLearning/2021-10-30_ML-Class-3/LogisticRegression.ipynb b/MachineLearning/2021-10-30_ML-Class-3/LogisticRegression.ipynb new file mode 100644 index 0000000..1a73309 --- /dev/null +++ b/MachineLearning/2021-10-30_ML-Class-3/LogisticRegression.ipynb @@ -0,0 +1,219300 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Importing important libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import plotly.express as px\n", + "import plotly.graph_objects as go\n", + "import plotly.figure_factory as ff\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Loading the training dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For demonstration purposes, let us take a 2 dimensional dataset with tow features (Feature_1 and Feature_2) and consisting of two classes (Class A and Class B) having a distribution specifications as follows:\n", + "\n", + "**Class A:** The Class A is centred around the mean of (1,1) and has the covariance matrix [[1,-0.2],[-0.2,1]]\n", + "\n", + "**Class B:** The Class B is centred around the mean of (3,4) and has the covariance matrix [[1,0.1],[0.1,1]]\n", + "\n", + "Defintions: \n", + "\n", + "**Mean:** A Class with centre (x1, x2) as mean denotes that the average value along \"Feature_1\" is x1 and the average value along \"Feature_2\" is x2\n", + "\n", + "P.S: Since we would like to ensure that the outputs corrosponds to the desired output, we will also add the seed value of 42 while generating these distributions.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "mean_01=np.array([1,1])\n", + "cov_01=np.array([[1,-0.2],[-0.2,1]])\n", + "mean_02=np.array([3,4])\n", + "cov_02=np.array([[1,0.1],[0.1,1]])\n", + "np.random.seed(42)\n", + "data_01=np.random.multivariate_normal(mean_01,cov_01,500, check_valid= \"warn\")\n", + "data_02=np.random.multivariate_normal(mean_02,cov_02,500, check_valid= \"warn\")\n", + "data = np.vstack((data_01,data_02))\n", + "df_train = pd.DataFrame(data, columns = [\"Feature_1\", \"Feature_2\"])\n", + "df_train[\"class\"] = [0]*500 + [1]*500 " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualising the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Feature_1: %{x}
Feature_2: %{y}", + "marker": { + "color": "lightblue", + "line": { + "color": "blue", + "width": 1 + }, + "opacity": 0.8, + "size": 9 + }, + "mode": "markers", + "name": "Class A", + "type": "scatter", + "x": [ + 0.5278008493539086, + 1.4615512738190284, + 1.0332932104763093, + 0.2621153530120318, + 1.7067983966657803, + 1.0644084422419167, + -0.39748784470172205, + 1.980493749317834, + 1.9832830762418723, + 0.8101331356686662, + -0.27808012492932344, + 0.04660300544323093, + 1.4918306506993169, + 2.1291680814664646, + 1.2807694029122698, + 2.6375635223514386, + 0.34149977701537004, + -0.40926986938901644, + -0.40118925582536824, + 2.153314467278144, + 0.5363690642431049, + 0.8991460763502, + 1.6899887573372625, + 2.02539205771685, + -0.381210082046858, + 0.5054182182147904, + 1.9111995794645136, + 0.7903844670930967, + 1.4544920205769665, + 1.360393361790326, + 1.2537457217585457, + 1.1004158890752849, + 1.2283817131358843, + 1.6904687331773973, + 0.31186838189615473, + 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"linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Visualization of the dataset" + }, + "width": 800, + "xaxis": { + "title": { + "text": "Feature_1" + } + }, + "yaxis": { + "title": { + "text": "Feature_2" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = go.Figure(\n", + " layout = dict(\n", + " width = 800,\n", + " height = 800,\n", + " title_text = \"Visualization of the dataset\",\n", + " xaxis = dict(\n", + " title = dict(\n", + " text = \"Feature_1\"\n", + " )\n", + " ),\n", + " yaxis = dict(\n", + " title = dict(\n", + " text = \"Feature_2\"\n", + " )\n", + " )\n", + " )\n", + ")\n", + "\n", + "scatter_trace_1 = go.Scatter(\n", + " x = df_train[\"Feature_1\"][:500],\n", + " y = df_train[\"Feature_2\"][:500],\n", + " mode = \"markers\",\n", + " name= \"Class A\",\n", + " hovertemplate = \"Feature_1: %{x}
Feature_2: %{y}\",\n", + " marker = dict(\n", + " size = 9,\n", + " opacity = .80,\n", + " color = \"lightblue\",\n", + " line = dict(\n", + " color = \"blue\",\n", + " width = 1,\n", + " )\n", + " )\n", + ")\n", + "\n", + "scatter_trace_2 = go.Scatter(\n", + " x = df_train[\"Feature_1\"][500:],\n", + " y = df_train[\"Feature_2\"][500:],\n", + " mode = \"markers\",\n", + " name= \"Class B\",\n", + " hovertemplate = \"Feature_1: %{x}
Feature_2: %{y}\",\n", + " marker = dict(\n", + " symbol = \"star-triangle-up\",\n", + " size = 10,\n", + " opacity = 0.65,\n", + " color =\"darkorange\",\n", + " line = dict(\n", + " color = \"red\",\n", + " width = 1,\n", + " )\n", + " )\n", + ")\n", + "\n", + "fig.add_trace(scatter_trace_1)\n", + "fig.add_trace(scatter_trace_2)\n", + "# fig.write_html(r\".\\expected outputs\\expectedoutput1.html\")\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Machine Learning Model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Preparing training and test sets" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(800, 3) (800, 1) (200, 3) (200, 1)\n" + ] + } + ], + "source": [ + "X = df_train[[\"Feature_1\",\"Feature_2\"]]\n", + "Y = df_train[[\"class\"]]\n", + "X = np.hstack((np.ones((1000,1)),X.to_numpy()))\n", + "X_train, X_test, Y_train, Y_test = train_test_split(X, Y.to_numpy(), test_size=0.2, random_state=42)\n", + "print(X_train.shape,Y_train.shape,X_test.shape,Y_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Defining the model" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def hypothesis(x,theta):\n", + " sigmoid=(1.0/(1.0 + np.exp(-1.0*np.dot(x,theta))))\n", + " return(sigmoid)\n", + "\n", + "def error(X,Y,theta):\n", + " m=X.shape[0]\n", + " err=0\n", + " for i in range(m):\n", + " hx=hypothesis(X[i],theta)\n", + " err+=Y[i]*np.log2(hx) + (1-Y[i])*np.log2(1-hx)\n", + " err /=m\n", + " return(-err)\n", + "\n", + "def gradient(X,Y,theta):\n", + " grad=np.zeros((X.shape[1]))\n", + " m=X.shape[0]\n", + " fea=X.shape[1]\n", + " for i in range(m):\n", + " hx=hypothesis(X[i],theta)\n", + " for j in range(fea):\n", + " grad[j]+=(hx-Y[i])*X[i,j]\n", + " grad=grad/m\n", + " return(grad)\n", + " \n", + "def gradient_ascent(X,Y,learning_rate=0.5):\n", + " theta=2*np.random.random(X.shape[1])\n", + " theta[0]=0\n", + " error_list=[]\n", + " acc_list=[]\n", + " theta_list = []\n", + " for i in range(100):\n", + " grad=gradient(X,Y,theta)\n", + " err=error(X,Y,theta)\n", + " error_list.append(err)\n", + " acc_list.append(accuracy(X,Y,theta))\n", + " theta_list.append(theta.copy())\n", + " for j in range(X.shape[1]):\n", + " theta[j]-=learning_rate*grad[j]\n", + " probabilty_list = predic_proba(X, theta)\n", + " return(theta, theta_list, error_list, acc_list, probabilty_list)\n", + "\n", + "def predict(x,theta):\n", + " p=hypothesis(x,theta)\n", + " if p<0.5:\n", + " return 0\n", + " else:\n", + " return 1\n", + "\n", + "def predic_proba(x,theta):\n", + " probabilty_list = []\n", + " for i in range(X.shape[0]):\n", + " probability = hypothesis(X[i],theta)\n", + " probabilty_list.append(probability)\n", + " return probabilty_list\n", + "\n", + "\n", + "def accuracy(X,Y,theta):\n", + " y_pred=[]\n", + " for i in range(X.shape[0]):\n", + " p=predict(X[i],theta)\n", + " y_pred.append(p)\n", + " y_pred=np.array(y_pred)\n", + " y_pred=y_pred.reshape((-1,1))\n", + " return(Y==y_pred).sum()/X.shape[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Training the model" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "theta, theta_list, error_list, acc_list, probabiliy_list = gradient_ascent(X_train,Y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[array([0. , 0.13201969, 0.69764107]),\n", + " array([-0.16014534, -0.01468603, 0.53407737]),\n", + " array([-0.27391557, -0.0652636 , 0.47816388]),\n", + " array([-0.35923017, -0.05307775, 0.49625238]),\n", + " array([-0.44194991, -0.04057381, 0.51357473]),\n", + " array([-0.52221976, -0.02794221, 0.53009358]),\n", + " 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dict(\n", + " title = dict(\n", + " text = \"Accuracy\"\n", + " )\n", + " )\n", + " )\n", + ")\n", + "\n", + "fig.add_trace(go.Scatter(\n", + " x = [x for x in range(1,101,1)],\n", + " y = acc_list,\n", + " mode = \"lines+markers\",\n", + " name= \"\",\n", + " marker = dict(\n", + " color = \"lightblue\",\n", + " line = dict(\n", + " color = \"blue\",\n", + " width = 1,\n", + " )\n", + " ),\n", + " hovertemplate = \"Iteration: %{x}
Accuracy: %{y}\",\n", + "))\n", + "\n", + "fig.show()\n", + "# fig.write_html(r\".\\expected outputs\\expectedoutput3.html\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The accuracy for the algorithm is: 0.96375\n", + "The final theta parameters calculated are: [-3.8480557 0.60018874 1.22204899]\n" + ] + } + ], + "source": [ + "print(\"The accuracy for the algorithm is:\", acc_list[-1])\n", + "print(\"The final theta parameters calculated are:\", theta)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualising the decision boundry over iterations" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Feature_1: %{x}
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" 'buttons': [{\n", + " \"args\": [None,{\"fromcurrent\": True,\n", + " \"transition\": {\"duration\": 50,\n", + " \"easing\": \"linear\"}}],\n", + " 'label': 'Play',\n", + " 'method': 'animate'\n", + " },\n", + " {\n", + " 'args': [[None],{'frame': {'duration': 0, 'redraw': False},\n", + " 'mode': 'immediate',\n", + " 'transition': {'duration': 0}}],\n", + " 'label': 'Pause',\n", + " 'method': 'animate'\n", + " }],\n", + " 'direction': 'left',\n", + " 'pad': {'r': 10, 't': 87},\n", + " 'showactive': False,\n", + " 'type': 'buttons',\n", + " 'x': 0.1,\n", + " 'xanchor': 'right',\n", + " 'y': 0,\n", + " 'yanchor': 'top'\n", + " }]),\n", + " frames = frames\n", + ")\n", + "fig.update_layout(\n", + " width = 800,\n", + " height = 800,\n", + " title_text = \"Visualising the convergence of decision boundary\",\n", + " xaxis = dict(\n", + " range = [-3.5,7.5],\n", + " title = dict(\n", + " text = \"Feature_1\"\n", + " )\n", + " ),\n", + " yaxis = dict(\n", + " title = dict(\n", + " text = \"Feature_2\"\n", + " )\n", + " )\n", + ")\n", + "fig['layout']['sliders'] = [sliders_dict]\n", + "fig.show()\n", + "# fig.write_html(r\".\\expected outputs\\expectedoutput4.html\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plotting the decision boundry" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Feature_1: %{x}
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dict(\n", + " width = 800,\n", + " height = 800,\n", + " title_text = \"Visualization of the decision boundary\",\n", + " xaxis = dict(\n", + " range = [-4,8],\n", + " title = dict(\n", + " text = \"Feature_1\"\n", + " )\n", + " ),\n", + " yaxis = dict(\n", + " title = dict(\n", + " text = \"Feature_2\"\n", + " )\n", + " )\n", + " )\n", + ")\n", + "\n", + "fig.add_trace(scatter_trace_1)\n", + "fig.add_trace(scatter_trace_2)\n", + "\n", + "fig.add_trace(go.Scatter(\n", + " x = np.linspace(-3,7,2), \n", + " y = -1*(theta[0]+np.linspace(-4,8,2)*theta[1])/theta[2],\n", + " mode = \"lines\",\n", + " name = \"Decision Boundry\",\n", + " hoverinfo = \"none\"\n", + "))\n", + "\n", + "fig.show()\n", + "# fig.write_html(r\".\\expected outputs\\expectedoutput5.html\")" + ] + } + ], + "metadata": { + "interpreter": { + "hash": "635ab6de74fbb5b035466f073663c0f5bc077558564d134679cdd2ccd2d2697c" + }, + "kernelspec": { + "display_name": "Python 3.8.5 32-bit", + "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": "3.8.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/MachineLearning/2021-10-30_ML-Class-3/README.md b/MachineLearning/2021-10-30_ML-Class-3/README.md new file mode 100644 index 0000000..977fc35 --- /dev/null +++ b/MachineLearning/2021-10-30_ML-Class-3/README.md @@ -0,0 +1,19 @@ +# Machine Learning Class - III + +### Machine Learning Class - III recording: [Here](https://bit.ly/MLClass3) + +#### October 30, 2021 + +## Topics covered: + +- [Logistic Regression](#logistic-regression) + +## Logistic Regression + +- The notebook used to demonstrate the concepts in class have been uploaded in the repository folder. +- If you want to dive deeper into the mathematics behind Logistic Regression you can follow the course "Fundamentals of ML by Sanjay Dasgupta". + + +## Additional reading material + +- Video of 3blue1brown which gives an indepth explanation to gradient descent can be found [here](https://www.youtube.com/watch?v=IHZwWFHWa-w). diff --git a/MachineLearning/README.md b/MachineLearning/README.md index 451f3b3..6a94fde 100644 --- a/MachineLearning/README.md +++ b/MachineLearning/README.md @@ -12,6 +12,7 @@ - [Class 1: held on April 29, 2021](./2021-04-29_ML-Class-1) - [Class 2: held on May 03, 2021](./2021-05-03_ML-Class-2) +- [Class 3: held on October 30, 2021](./2021-10-30_ML-Class-3) ## Machine Learning Resources diff --git a/README.md b/README.md index ce50215..d694001 100644 --- a/README.md +++ b/README.md @@ -86,10 +86,12 @@ If you are a part of MNNIT join us on Microsoft Team [MNNIT CC Queries Official] - [WebDev Class-5 (Django-1)](WebDev/2021_05_10_WebClass-5) - [WebDev Class-6 (Django-2)](WebDev/2021_05_12_WebClass-6) - [WebDev Class-7 (Django-3)](WebDev/2021_05_14_WebClass-7) + - [WebDev Class-8 (Advanced JS)](WebDev/2021_10_29_WebClass-8) - [Machine Learning classes](MachineLearning) - [Machine Learning Class-1](MachineLearning/2021-04-29_ML-Class-1) - [Machine Learning Class-2](MachineLearning/2021-05-03_ML-Class-2) + - [Machine Learning Class-3](MachineLearning/2021-10-30_ML-Class-3) - [Linux classes](Linux) - [Linux Class-1](Linux/2021_09_05_LinuxClass-1) diff --git a/WebDev/2021_10_29_WebClass-8/README.md b/WebDev/2021_10_29_WebClass-8/README.md new file mode 100644 index 0000000..297cf94 --- /dev/null +++ b/WebDev/2021_10_29_WebClass-8/README.md @@ -0,0 +1,637 @@ +# Web Development Class - VIII + +## Web Development Class - VIII recording: [Here](https://drive.google.com/file/d/17j-O9cUiR_l5cPI9lSSu8_3SmYnjBfw6/view?usp=sharing) + +#### October 29, 2021 + +
JS
+ +
+ +

Advanced JavaScript

+ +

Prerequisite - Basics of JavaScript

+ + +* ### Declaring a varible + * **var** + - The scope is **global** when a `var` variable is declared outside a function. This means that any variable that is declared with `var` outside a function block is available for use in the whole window. + + ```jsx + var tester = "hey hi"; + var hello = "outer-hello"; + + function newFunction() { + console.log(hello) // undefined + var hello = "inner-hello"; + console.log(hello) // inner-hello + } + console.log(hello); // outer-hello + ``` + + - `var` variables can be **re-declared** and **updated** + + ```jsx + var greeter = "hey hi"; + var greeter = "say Hello instead"; + greeter = "say Hello again"; + ``` + + - Problem with var + + ```jsx + var greeter = "hey hi"; + var times = 4; + + if (times > 3) { + var greeter = "say Hello instead"; + } + + console.log(greeter) // "say Hello instead" + ``` + + ```jsx + for(var i=0; i<5; i++) { + console.log(i); // 0 1 2 3 4 + } + console.log(i) // 5 + ``` + + - So, since `times > 3` returns true, `greeter` is **redefined**  to `"say Hello instead"`. + - While this is not a problem if you knowingly want `greeter` to be redefined, it becomes a problem when you do not realize that a variable `greeter` has already been defined before. + - If you have used `greeter` in other parts of your code, you might be surprised at the output you might get. This will likely cause a **lot of bugs** in your code. + - This is why `let` and `const` are necessary + + * **let** + + - `let` is **block scoped**. + + - A block is a chunk of code **bounded by `{ }`** or simply anything within curly braces is a block. + + ```jsx + let greeting = "say Hi"; + let times = 4; + + if (times > 3) { + let hello = "say Hello instead"; + console.log(hello); // "say Hello instead" + } + console.log(hello) // hello is not defined + ``` + + - `let` can be updated but **not re-declared**. + + ```jsx + // this works fine: + let greeting = "say Hi"; + greeting = "say Hello instead"; + ``` + + ```jsx + // this will return an error: + let greeting = "say Hi"; + let greeting = "say Hello instead"; // error: Identifier 'greeting' has already been declared + ``` + + ```jsx + let greeting = "say Hi"; + if (true) { + let greeting = "say Hello instead"; + console.log(greeting); // "say Hello instead" + } + console.log(greeting); // "say Hi" + ``` + + * **const** + + - Variables declared with the `const` **maintain constant values**. `const` declarations share some similarities with `let` declarations. + + - Like `let` declarations, `const` declarations are also **block scoped**, i.e they can only be accessed within the block they were declared. + + - `const` declarations **cannot be updated or re-declared**. + + - This means that the value of a variable declared with `const` remains the same within its scope. + + ```jsx + const greeting = "say Hi"; + greeting = "say Hello instead"; // error: Assignment to constant variable. + ``` + +* ### **Template literal** + - Template literals provide an easy way to **interpolate** variables and expressions into strings. + + ```jsx + const fist_name = "Jon" + const last_name = "Snow" + const message1 = "Good Morning " + first_name + " " + last_name; + // Same thing using Template Literal + const message2 = `Good Morning ${first_name} ${last_name}` + ``` + - **Can you relate ?** - This is similar to [**f-string**](https://realpython.com/python-f-strings/) String Formatting syntax of **Python 3**. + +* ### Array Methods + + * **map** + + - Map is not meant to be used like a loop. It is used to transform an array into another. + + ```jsx + const shoppingList = ["mango", "apple", "oranges"]; + + // map applies a function to each value of array and returns a new array with updated values. + const newShopingList = shoppingList.map(function(item) { + return `new ${item}`; + }); + console.log(newShopingList); + ``` + - Read more about **map** [here](https://www.w3schools.com/jsref/jsref_map.asp). + + * **forEach** + + - The function **forEach()** is similar to the **map(),** but the difference is it does not return an array. + + ```jsx + const shoppingList = ["mango", "apple", "oranges"]; + + shoppingList.forEach(function(item) { + console.log(item) + }); + ``` + + * **filter** + + - If the callback function returns **true** or a value equivalent to **true**, the corresponding array element is appended to the **filteredArray.** + + ```jsx + const shoppingList = ["mango", "apple", "oranges"]; + + const filterShoppingList = shoppingList.filter(function(item) { + return (item !== "mango"); + }); + console.log(filterShoppingList); + ``` + + * There are more array methods like **some, every, reduce.** Explore them yourself. + +* ### Destructuring + + * **Rest, Spread operators** + + ```jsx + const person = { + first_name: "Jon", + last_name: "Snow" + } + + // object destructuring + const { first_name, last_name } = person; + + // object destructuring - This will give Error (undefined) + const { a, b } = person; + + // object destructuring (changing name) + const { first_name: new_first_name, last_name } = person; + + // Can You Relate? Destructuring is somewhat similar to "Tuple Unpacking" in Python. + + const a = [1, 2, 3] + + // Spread 'a' + const b = [...a, 4, 5, 6] // b = [1, 2, 3, 4, 5, 6] + + // Rest 'c' + const [d, ...c] = b // d = 1, c = [2, 3, 4, 5, 6] + ``` + +* ### Classes + + - The **constructor** is a special method that **initializes** an object created by a class automatically. + + - So each time we need to make a new User, we would have to pass in their username, age and address. + + ```jsx + class Rectangle { + constructor(height, width) { + this.height = height; // property + this.width = width; // property + } + + // method + getArea() { + return this.width * this.height; + } + } + ``` + + - Creating an instance - + + ```jsx + let rectangle = new Rectangle(5, 6); + rectangle.getArea(); // 30 + ``` + + - Extending a class - + + ```jsx + class Square extends Rectangle { + constructor(length) { + super(length, length); // Calling constructor of parent class + } + } + ``` + +* ### 'this' keyword + + - The JavaScript `this` keyword refers to the **object it belongs to**. It has different values depending on where it is used. + + - Alone, this refers to the global object. + + ```jsx + console.log(this === global); // true + // global = window (client-side JS) + // global = module.exports (node) + ``` + + - In a function, `this` refers to the **owner** object. + + ```jsx + function foo() { + console.log(this === global) + } + + foo(); // owner of foo function is global + + const person = { + firstName: "Harshit Gangwar", + sayFullName: function () { + console.log(this === person) // true + }, + }; + + person.sayFullName(); // owner of sayFullName functin is person object + ``` + + - In a function, in [**strict mode**](https://www.w3schools.com/js/js_strict.asp), this is `undefined`. + + ```jsx + "use strict"; // Strict Mode + function Hero(heroName, realName) { + console.log(this); // undefined + this.realName = realName; // throws error + this.heroName = heroName; + } + const superman = Hero("Superman", "Clark Kent"); + console.log(superman); + ``` + + - In a class, `this` refers to the **current class instance**. + + ```jsx + class Car { + constructor() { + this.brand = "Lexus"; + console.log(this); // Car { brand: "Lexus" } + this.sayHello(); // Hello! + } + + sayHello() { + console.log("Hello!") + } + } + + const car = new Car(); + ``` + + - In an **event**, `this` refers to the **element that received the event**. + + ```jsx + + ``` + + - Methods like `call()`, and `apply()`, `bind()` can refer `this` to any object + + ```jsx + const person1 = { + fullName: function() { + return this.firstName + " " + this.lastName; + } + } + const person2 = { + firstName:"John", + lastName: "Doe", + } + person1.fullName.call(person2); // Will return "John Doe" + ``` + +* ### Arrow Function + + - Arrow function is **syntactical sugar**. + + ```jsx + function add(x, y) { + return x + y; + } + add(10, 15); // 25 + + // Using arrow function + const add = (x, y) => { + return x + y; + }; + + add(10, 15) // 25 + ``` + + - Arrow doesn't have its execution context, it captures exectution context of its enclosing lexical context. + + ```jsx + const car = { + model: 'Fiesta', + manufacturer: 'Ford', + fullName: function() { + return `${this.manufacturer} ${this.model}` + } + } + + console.log(car.fullName()) // Ford Fiesta + + // Using Arrow function + // 1. + + const car = { + model: 'Fiesta', + manufacturer: 'Ford', + fullName: () => { + return `${this.manufacturer} ${this.model}` + } + } + + console.log(car.fullName()) // undefined undefined + + // 2. + + const obj = { + manufacturer: 'Tesla', + model: 'X', + sayHello: function() { + const car = { + model: 'Fiesta', + manufacturer: 'Ford', + fullName: () => { + console.log( `${this.manufacturer} ${this.model}` ); + } + } + car.fullName(); // Tesla X + } + } + + obj.sayHello(); + ``` + +* ### AJAX + + - AJAX stands for **Asynchronous JavaScript And XML**. + + - Often when we request data from other sources, such as an external API, we don’t always know **when** our data will be served back. + + - In these instances we want to wait for the response, but we don’t always want our entire application grinding to a halt while our data is being fetched. + + - **Asynchronous** means that the the Web Application could send and receive data from the Web Server without refreshing the page. + + - This **background process** of sending and receiving data from the server along with updating different sections of a web page defines Asynchronous property/feature of AJAX. + +
JS
+ +* ### Callback + + - A **callback function** is a function that is passed **as an argument** to another function, to be **“called back”** at a later time. + + ```jsx + console.log("start"); + + setTimeout(() => { + console.log("Hello!") + }, 1000); + + console.log("finish"); + + // start + // finish + // Hello! + ``` + + - Problem with callbacks + + ```jsx + console.log("start"); + + function loginUser(email, password, callbackFn) { + console.log('Logging in user...'); + setTimeout(() => { // Fake login + console.log("User logged in"); + const userInfo = { + email: email, + username: "jon_snow" + } + // call the callback function + callbackFn(userInfo); + }, 2000); + } + + function getUserVideos(username, callback) { + console.log(`Fetching videos for ${username}...`) + setTimeout(() => { + console.log("Fetched videos") + callback(["Video1", "Video2", "Video3"]); + }, 2500) + } + + function getVideoDetails(videoId, callback) { + console.log(`Fetching video details for ${videoId}...`) + setTimeout(() => { + console.log("Fetched video detail") + callback({ + id: videoId, + title: "GOT Trailer" + }); + }, 1500) + } + + // callback hell + loginUser("jon@gmail.com", 12345, (userInfo) => { + console.log(userInfo); + getUserVideos(userInfo.username, (videos) => { + console.log(videos); + getVideoDetails(videos[0], (videoDetail) => { + console.log(videoDetail) + }); + }); + }); + + console.log("finish"); + + /* + OUTPUT - + start + Logging in user... + finish + User logged in + { email: 'jon@gmail.com', username: 'jon_snow' } + Fetching videos for jon_snow... + Fetched videos + [ 'Video1', 'Video2', 'Video3' ] + Fetching video details for Video1... + Fetched video detail + { id: 'Video1', title: 'GOT Trailer' } + */ + ``` + +* ### Promise + + - A promise is an object that may produce a single value some time in the future. + + - It can be a resolved value, or a reason that it’s not resolved (e.g., a network error occurred). + + - A promise may be in one of 3 possible states: **fulfilled, rejected, or pending.** + + ```jsx + console.log("start"); + + const promise = new Promise((resolve, reject) => { + setTimeout(() => { + resolve("Hello!"); + // reject("Some error occured!"); + } + }, 2000) + }) + + promise.then(data => { + console.log(data); // Hello! + }) + .catch(error => { + console.log(error); // Some error occured + }) + + console.log("finish"); + ``` + + - **Promise Chaining** - + + ```jsx + console.log("start"); + + function loginUser(email, password) { + return new Promise((resolve, reject) => { + console.log("Logging in user..."); + setTimeout(() => { + console.log("User logged in"); + const userInfo = { + email: email, + username: "jon_snow", + }; + resolve(userInfo); + }, 2000); + }); + } + + function getUserVideos(username) { + return new Promise((resolve, reject) => { + console.log(`Fetching videos for ${username}...`); + setTimeout(() => { + console.log("Fetched videos"); + resolve(["Video1", "Video2", "Video3"]); + }, 2500); + }); + } + + function getVideoDetails(videoId) { + return new Promise((resolve, reject) => { + console.log(`Fetching video details for ${videoId}...`); + setTimeout(() => { + console.log("Fetched video detail"); + resolve({ + id: videoId, + title: "GOT Trailer", + }); + }, 1500); + }); + } + + // chaining promises + loginUser("jon@gmail.com", 12345) // returns a promise + .then(userInfo => { + console.log(userInfo); + return getUserVideos(userInfo.username); // returns a promise + }) + .then(videos => { + console.log(videos); + return getVideoDetails(videos[0]); // returns a promise + }) + .then(videoDetail => { + console.log(videoDetail); + }) + .catch(err => { + console.log(`Error occured ${err}`); + }) + + console.log("finish"); + ``` + +* ### Async-Await + + - The keyword `async` before a function means one simple thing: a function always **returns a promise** + + - The keyword `await` makes JavaScript wait until that promise settles (is resolved or rejected) and returns its result. + + - Using async/await makes code much **simpler to read**. + + ```jsx + + async function loginUser(email, password) { + // ... + } + + async function getUserVideos(username) { + // ... + } + + async function getVideoDetails(videoId) { + // ... + } + + async function display() { + // await can only be used inside a async function + const userInfo = await loginUser("jon@gmail.com", 12345); + console.log(userInfo); + + const videos = await getUserVideos(userInfo.username); + console.log(videos); + + const videoDetails = await getVideoDetails(videos[0]); + console.log(videoDetails); + } + + display(); + + console.log("finish"); + ``` + - If you are still confused, watch this awesome video tutorial on [Callbacks, Promises and Async/Await [English]](https://www.youtube.com/watch?v=PoRJizFvM7s&ab_channel=TraversyMedia) by **Traversy Media**. + +### Content Contributors +* [Aman Tibrewal](https://github.com/amantibrewal310) +* [Harshit Gangwar](https://github.com/harshjoeyit) +* [Kshitiz Srivastava](https://github.com/pirateksh/) + +### Materials +- ['var', 'let' and 'const', (when/why they're used, difference)](https://www.freecodecamp.org/news/var-let-and-const-whats-the-difference/) +- [Classes (properties and methods)](https://medium.com/@onejohi/understanding-javascript-classes-4e38d355702b) +- ['this' keyword](https://www.freecodecamp.org/news/what-is-this-in-javascript/) +- [Array methods (foreach, map, etc)](https://medium.com/@saravana.kumarr/javascript-array-methods-map-foreach-filter-reduce-5be802afa41) +- [Arrow functions](https://flaviocopes.com/javascript-arrow-functions/) +- [Work with objects and arrays using Rest and Spread](https://flaviocopes.com/javascript-rest-spread/) +- [Object and array destructuring](https://flaviocopes.com/javascript-destructuring/) +- [Template literals](https://flaviocopes.com/javascript-template-literals/) +- [Callbacks](https://flaviocopes.com/javascript-callbacks/) +- [ES Modules](https://flaviocopes.com/es-modules/) (imports, exports) +- [Event handling](https://medium.com/swlh/understanding-event-handlers-js-9792e457b4a5) diff --git a/WebDev/2021_10_29_WebClass-8/images/ajax.png b/WebDev/2021_10_29_WebClass-8/images/ajax.png new file mode 100644 index 0000000..4a59042 Binary files /dev/null and b/WebDev/2021_10_29_WebClass-8/images/ajax.png differ diff --git a/WebDev/2021_10_29_WebClass-8/images/js.png b/WebDev/2021_10_29_WebClass-8/images/js.png new file mode 100644 index 0000000..262cd99 Binary files /dev/null and b/WebDev/2021_10_29_WebClass-8/images/js.png differ diff --git a/WebDev/README.md b/WebDev/README.md index c67d4c4..3518681 100644 --- a/WebDev/README.md +++ b/WebDev/README.md @@ -20,6 +20,7 @@ - [Class 5 (Django-1): held on May 10, 2021](./2021_05_10_WebClass-5) - [Class 6 (Django-2): held on May 12, 2021](./2021_05_12_WebClass-6) - [Class 7 (Django-3): held on May 14, 2021](./2021_05_14_WebClass-7) +- [Class 8 (Advanced JS): held on October 29, 2021](./2021_10_29_WebClass-8) ## Getting Started Getting started with Web :-