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+<?xml version="1.0" encoding="UTF-8"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content"><channel><title>Navan Chauhan</title><description>I try to post tutorials, tips and tricks related to programming, designing and just some science stuff</description><link>https://navanchauhan.github.io/SwiftWebsite</link><language>en</language><lastBuildDate>Wed, 1 Jan 2020 19:10:36 +0530</lastBuildDate><pubDate>Wed, 1 Jan 2020 19:10:36 +0530</pubDate><ttl>250</ttl><atom:link href="https://navanchauhan.github.io/SwiftWebsite/feed.rss" rel="self" type="application/rss+xml"/><item><guid isPermaLink="true">https://navanchauhan.github.io/SwiftWebsite/posts/splitting-zips</guid><title>Splitting ZIPs into Multiple Parts</title><description>Short code snippet for splitting zips.</description><link>https://navanchauhan.github.io/SwiftWebsite/posts/splitting-zips</link><pubDate>Sun, 8 Dec 2019 13:27:00 +0530</pubDate><content:encoded><![CDATA[<h1>Splitting ZIPs into Multiple Parts</h1><p><strong>Tested on macOS</strong></p><p>Creating the archive:</p><pre><code>zip -r -s 5 oodlesofnoodles.zip website/
+</code></pre><p>5 stands for each split files' size (in mb, kb and gb can also be specified)</p><p>For encrypting the zip:</p><pre><code>zip -er -s 5 oodlesofnoodles.zip website
+</code></pre><p>Extracting Files</p><p>First we need to collect all parts, then</p><pre><code>zip -F oodlesofnoodles.zip --out merged.zip
+</code></pre>]]></content:encoded></item><item><guid isPermaLink="true">https://navanchauhan.github.io/SwiftWebsite/tutorials/custom-image-classifier-keras-tensorflow</guid><title>Creating a Custom Image Classifier using Tensorflow 2.x and Keras for Detecting Malaria</title><description>Short tutorial for creating a custom image classifier using TF 2.0</description><link>https://navanchauhan.github.io/SwiftWebsite/tutorials/custom-image-classifier-keras-tensorflow</link><pubDate>Sun, 8 Dec 2019 11:27:00 +0530</pubDate><content:encoded><![CDATA[<h1>Creating a Custom Image Classifier using Tensorflow 2.x and Keras for Detecting Malaria</h1><p><strong>Done during Google Code-In. Org: Tensorflow.</strong></p><h2>Imports</h2><pre><code>%tensorflow_version 2.x #This is for telling Colab that you want to use TF 2.0, ignore if running on local machine
+
+from PIL import Image # We use the PIL Library to resize images
+import numpy as np
+import os
+import cv2
+import tensorflow as tf
+from tensorflow.keras import datasets, layers, models
+import pandas as pd
+import matplotlib.pyplot as plt
+from keras.models import Sequential
+from keras.layers import Conv2D,MaxPooling2D,Dense,Flatten,Dropout
+</code></pre><h2>Dataset</h2><h3>Fetching the Data</h3><pre><code>!wget ftp://lhcftp.nlm.nih.gov/Open-Access-Datasets/Malaria/cell_images.zip
+!unzip cell_images.zip
+</code></pre><h3>Processing the Data</h3><p>We resize all the images as 50x50 and add the numpy array of that image as well as their label names (Infected or Not) to common arrays.</p><pre><code>data = []
+labels = []
+
+Parasitized = os.listdir("./cell_images/Parasitized/")
+for parasite in Parasitized:
+    try:
+        image=cv2.imread("./cell_images/Parasitized/"+parasite)
+        image_from_array = Image.fromarray(image, 'RGB')
+        size_image = image_from_array.resize((50, 50))
+        data.append(np.array(size_image))
+        labels.append(0)
+    except AttributeError:
+        print("")
+
+Uninfected = os.listdir("./cell_images/Uninfected/")
+for uninfect in Uninfected:
+    try:
+        image=cv2.imread("./cell_images/Uninfected/"+uninfect)
+        image_from_array = Image.fromarray(image, 'RGB')
+        size_image = image_from_array.resize((50, 50))
+        data.append(np.array(size_image))
+        labels.append(1)
+    except AttributeError:
+        print("")
+</code></pre><h3>Splitting Data</h3><pre><code>df = np.array(data)
+labels = np.array(labels)
+(X_train, X_test) = df[(int)(0.1*len(df)):],df[:(int)(0.1*len(df))]
+(y_train, y_test) = labels[(int)(0.1*len(labels)):],labels[:(int)(0.1*len(labels))]
+</code></pre><pre><code>s=np.arange(X_train.shape[0])
+np.random.shuffle(s)
+X_train=X_train[s]
+y_train=y_train[s]
+X_train = X_train/255.0
+</code></pre><h2>Model</h2><h3>Creating Model</h3><p>By creating a sequential model, we create a linear stack of layers.</p><p><em>Note: The input shape for the first layer is 50,50 which corresponds with the sizes of the resized images</em></p><pre><code>model = models.Sequential()
+model.add(layers.Conv2D(filters=16, kernel_size=2, padding='same', activation='relu', input_shape=(50,50,3)))
+model.add(layers.MaxPooling2D(pool_size=2))
+model.add(layers.Conv2D(filters=32,kernel_size=2,padding='same',activation='relu'))
+model.add(layers.MaxPooling2D(pool_size=2))
+model.add(layers.Conv2D(filters=64,kernel_size=2,padding="same",activation="relu"))
+model.add(layers.MaxPooling2D(pool_size=2))
+model.add(layers.Dropout(0.2))
+model.add(layers.Flatten())
+model.add(layers.Dense(500,activation="relu"))
+model.add(layers.Dropout(0.2))
+model.add(layers.Dense(2,activation="softmax"))#2 represent output layer neurons
+model.summary()
+</code></pre><h3>Compiling Model</h3><p>We use the adam optimiser as it is an adaptive learning rate optimization algorithm that's been designed specifically for <em>training</em> deep neural networks, which means it changes its learning rate automaticaly to get the best results</p><pre><code>model.compile(optimizer="adam",
+              loss="sparse_categorical_crossentropy",
+             metrics=["accuracy"])
+</code></pre><h3>Training Model</h3><p>We train the model for 10 epochs on the training data and then validate it using the testing data</p><pre><code>history = model.fit(X_train,y_train, epochs=10, validation_data=(X_test,y_test))
+</code></pre><pre><code>Train on 24803 samples, validate on 2755 samples
+Epoch 1/10
+24803/24803 [==============================] - 57s 2ms/sample - loss: 0.0786 - accuracy: 0.9729 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 2/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0746 - accuracy: 0.9731 - val_loss: 0.0290 - val_accuracy: 0.9996
+Epoch 3/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0672 - accuracy: 0.9764 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 4/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0601 - accuracy: 0.9789 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 5/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0558 - accuracy: 0.9804 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 6/10
+24803/24803 [==============================] - 57s 2ms/sample - loss: 0.0513 - accuracy: 0.9819 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 7/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0452 - accuracy: 0.9849 - val_loss: 0.3190 - val_accuracy: 0.9985
+Epoch 8/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0404 - accuracy: 0.9858 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 9/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0352 - accuracy: 0.9878 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 10/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0373 - accuracy: 0.9865 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+</code></pre><h3>Results</h3><pre><code>accuracy = history.history['accuracy'][-1]*100
+loss = history.history['loss'][-1]*100
+val_accuracy = history.history['val_accuracy'][-1]*100
+val_loss = history.history['val_loss'][-1]*100
+
+print(
+    'Accuracy:', accuracy,
+    '\nLoss:', loss,
+    '\nValidation Accuracy:', val_accuracy,
+    '\nValidation Loss:', val_loss
+)
+</code></pre><pre><code>Accuracy: 98.64532351493835
+Loss: 3.732407123270176
+Validation Accuracy: 100.0
+Validation Loss: 0.0
+</code></pre><p>We have achieved 98% Accuracy!</p><p><a href="https://colab.research.google.com/drive/1ZswDsxLwYZEnev89MzlL5Lwt6ut7iwp- "Colab Notebook"">Link to Colab Notebook</a></p>]]></content:encoded></item><item><guid isPermaLink="true">https://navanchauhan.github.io/SwiftWebsite/posts/hello-world</guid><title>Hello World</title><description>My first post.</description><link>https://navanchauhan.github.io/SwiftWebsite/posts/hello-world</link><pubDate>Tue, 16 Apr 2019 17:39:00 +0530</pubDate><content:encoded><![CDATA[<h1>Hello World</h1><p><strong>Why a Hello World post?</strong></p><p>Just re-did the entire website using Publish (Publish by John Sundell). So, a new hello world post :)</p>]]></content:encoded></item></channel></rss>
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+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/SwiftWebsite"/><meta name="twitter:url" content="https://navanchauhan.github.io/SwiftWebsite"/><meta name="og:url" content="https://navanchauhan.github.io/SwiftWebsite"/><title>Hi | Navan Chauhan</title><meta name="twitter:title" content="Hi | Navan Chauhan"/><meta name="og:title" content="Hi | Navan Chauhan"/><meta name="description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="og:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/></head><body><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a href="/posts">Posts</a></li><li><a href="/tutorials">Tutorials</a></li></ul></nav></div></header><div class="wrapper"><h1>Hi</h1><p class="description">I try to post tutorials, tips and tricks related to programming, designing and just some science stuff</p><h2>Latest content</h2><ul class="item-list"><li><article><h1><a href="/posts/splitting-zips">Splitting ZIPs into Multiple Parts</a></h1><ul class="tag-list"><li><a href="/tags/codesnippet">code-snippet</a></li><li><a href="/tags/article">article</a></li></ul><p>Short code snippet for splitting zips.</p></article></li><li><article><h1><a href="/tutorials/custom-image-classifier-keras-tensorflow">Creating a Custom Image Classifier using Tensorflow 2.x and Keras for Detecting Malaria</a></h1><ul class="tag-list"><li><a href="/tags/tutorial">tutorial</a></li><li><a href="/tags/colab">colab</a></li></ul><p>Short tutorial for creating a custom image classifier using TF 2.0</p></article></li><li><article><h1><a href="/posts/hello-world">Hello World</a></h1><ul class="tag-list"><li><a href="/tags/helloworld">hello-world</a></li><li><a href="/tags/article">article</a></li></ul><p>My first post.</p></article></li></ul></div><footer><p>Generated using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html>
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+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/SwiftWebsite/posts/hello-world"/><meta name="twitter:url" content="https://navanchauhan.github.io/SwiftWebsite/posts/hello-world"/><meta name="og:url" content="https://navanchauhan.github.io/SwiftWebsite/posts/hello-world"/><title>Hello World | Navan Chauhan</title><meta name="twitter:title" content="Hello World | Navan Chauhan"/><meta name="og:title" content="Hello World | Navan Chauhan"/><meta name="description" content="My first post."/><meta name="twitter:description" content="My first post."/><meta name="og:description" content="My first post."/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/></head><body class="item-page"><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a class="selected" href="/posts">Posts</a></li><li><a href="/tutorials">Tutorials</a></li></ul></nav></div></header><div class="wrapper"><article><div class="content"><h1>Hello World</h1><p><strong>Why a Hello World post?</strong></p><p>Just re-did the entire website using Publish (Publish by John Sundell). So, a new hello world post :)</p></div><span>Tagged with: </span><ul class="tag-list"><li><a href="/tags/helloworld">hello-world</a></li><li><a href="/tags/article">article</a></li></ul></article></div><footer><p>Generated using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html>
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+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/SwiftWebsite/posts"/><meta name="twitter:url" content="https://navanchauhan.github.io/SwiftWebsite/posts"/><meta name="og:url" content="https://navanchauhan.github.io/SwiftWebsite/posts"/><title>Posts | Navan Chauhan</title><meta name="twitter:title" content="Posts | Navan Chauhan"/><meta name="og:title" content="Posts | Navan Chauhan"/><meta name="description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="og:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/></head><body><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a class="selected" href="/posts">Posts</a></li><li><a href="/tutorials">Tutorials</a></li></ul></nav></div></header><div class="wrapper"><h1>Posts</h1><ul class="item-list"><li><article><h1><a href="/posts/splitting-zips">Splitting ZIPs into Multiple Parts</a></h1><ul class="tag-list"><li><a href="/tags/codesnippet">code-snippet</a></li><li><a href="/tags/article">article</a></li></ul><p>Short code snippet for splitting zips.</p></article></li><li><article><h1><a href="/posts/hello-world">Hello World</a></h1><ul class="tag-list"><li><a href="/tags/helloworld">hello-world</a></li><li><a href="/tags/article">article</a></li></ul><p>My first post.</p></article></li></ul></div><footer><p>Generated using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html>
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+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/SwiftWebsite/posts/splitting-zips"/><meta name="twitter:url" content="https://navanchauhan.github.io/SwiftWebsite/posts/splitting-zips"/><meta name="og:url" content="https://navanchauhan.github.io/SwiftWebsite/posts/splitting-zips"/><title>Splitting ZIPs into Multiple Parts | Navan Chauhan</title><meta name="twitter:title" content="Splitting ZIPs into Multiple Parts | Navan Chauhan"/><meta name="og:title" content="Splitting ZIPs into Multiple Parts | Navan Chauhan"/><meta name="description" content="Short code snippet for splitting zips."/><meta name="twitter:description" content="Short code snippet for splitting zips."/><meta name="og:description" content="Short code snippet for splitting zips."/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/></head><body class="item-page"><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a class="selected" href="/posts">Posts</a></li><li><a href="/tutorials">Tutorials</a></li></ul></nav></div></header><div class="wrapper"><article><div class="content"><h1>Splitting ZIPs into Multiple Parts</h1><p><strong>Tested on macOS</strong></p><p>Creating the archive:</p><pre><code>zip -r -s 5 oodlesofnoodles.zip website/
+</code></pre><p>5 stands for each split files' size (in mb, kb and gb can also be specified)</p><p>For encrypting the zip:</p><pre><code>zip -er -s 5 oodlesofnoodles.zip website
+</code></pre><p>Extracting Files</p><p>First we need to collect all parts, then</p><pre><code>zip -F oodlesofnoodles.zip --out merged.zip
+</code></pre></div><span>Tagged with: </span><ul class="tag-list"><li><a href="/tags/codesnippet">code-snippet</a></li><li><a href="/tags/article">article</a></li></ul></article></div><footer><p>Generated using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html>
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+++ b/styles.css
@@ -0,0 +1,152 @@
+/**
+*  Publish Foundation theme
+*  Copyright (c) John Sundell 2019
+*  MIT license, see LICENSE file for details
+*/
+
+* {
+    margin: 0;
+    padding: 0;
+    box-sizing: border-box;
+}
+
+body {
+    background: #fff;
+    color: #000;
+    font-family: Helvetica, Arial;
+    text-align: center;
+}
+
+.wrapper {
+    max-width: 900px;
+    margin-left: auto;
+    margin-right: auto;
+    padding: 40px;
+    text-align: left;
+}
+
+header {
+    background-color: #eee;
+}
+
+header .wrapper {
+    padding-top: 30px;
+    padding-bottom: 30px;
+    text-align: center;
+}
+
+header a {
+    text-decoration: none;
+}
+
+header .site-name {
+    font-size: 1.5em;
+    color: #000;
+    font-weight: bold;
+}
+
+nav {
+    margin-top: 20px;
+}
+
+nav li {
+    display: inline-block;
+}
+
+h1 {
+    margin-bottom: 20px;
+    font-size: 2em;
+}
+
+h2 {
+    margin: 20px 0;
+}
+
+p {
+    margin-bottom: 10px;
+}
+
+a {
+    color: inherit;
+}
+
+.description {
+    margin-bottom: 40px;
+}
+
+.item-list > li {
+    display: block;
+    padding: 20px;
+    border-radius: 20px;
+    background-color: #eee;
+}
+
+.item-list h1 {
+    margin-bottom: 15px;
+    font-size: 1.3em;
+}
+
+.item-list p {
+    margin-bottom: 0;
+}
+
+.tag-list {
+    margin-bottom: 15px;
+}
+
+.tag-list li,
+.tag {
+    display: inline-block;
+    background-color: #000;
+    color: #ddd;
+    padding: 4px 6px;
+    border-radius: 5px;
+    margin-right: 5px;
+}
+
+.tag-list a,
+.tag a {
+    text-decoration: none;
+}
+
+.item-page .tag-list {
+    display: inline-block;
+}
+
+.content {
+    margin-bottom: 40px;
+}
+
+.browse-all {
+    display: block;
+    margin-bottom: 30px;
+}
+
+.all-tags li {
+    font-size: 1.4em;
+    margin-right: 10px;
+    padding: 6px 10px;
+}
+
+footer {
+    color: #8a8a8a;
+}
+
+@media (prefers-color-scheme: dark) {
+    body {
+        background-color: #222;
+    }
+
+    body,
+    header .site-name {
+        color: #ddd;
+    }
+
+    .item-list > li {
+        background-color: #333;
+    }
+
+    header {
+        background-color: #000;
+    }
+}
diff --git a/tags/article/index.html b/tags/article/index.html
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+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/SwiftWebsite/tags/article"/><meta name="twitter:url" content="https://navanchauhan.github.io/SwiftWebsite/tags/article"/><meta name="og:url" content="https://navanchauhan.github.io/SwiftWebsite/tags/article"/><title>Navan Chauhan</title><meta name="twitter:title" content="Navan Chauhan"/><meta name="og:title" content="Navan Chauhan"/><meta name="description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="og:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/></head><body><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a href="/posts">Posts</a></li><li><a href="/tutorials">Tutorials</a></li></ul></nav></div></header><div class="wrapper"><h1>Tagged with <span class="tag">article</span></h1><a class="browse-all" href="/tags">Browse all tags</a><ul class="item-list"><li><article><h1><a href="/posts/splitting-zips">Splitting ZIPs into Multiple Parts</a></h1><ul class="tag-list"><li><a href="/tags/codesnippet">code-snippet</a></li><li><a href="/tags/article">article</a></li></ul><p>Short code snippet for splitting zips.</p></article></li><li><article><h1><a href="/posts/hello-world">Hello World</a></h1><ul class="tag-list"><li><a href="/tags/helloworld">hello-world</a></li><li><a href="/tags/article">article</a></li></ul><p>My first post.</p></article></li></ul></div><footer><p>Generated using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html>
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+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/SwiftWebsite/tags/codesnippet"/><meta name="twitter:url" content="https://navanchauhan.github.io/SwiftWebsite/tags/codesnippet"/><meta name="og:url" content="https://navanchauhan.github.io/SwiftWebsite/tags/codesnippet"/><title>Navan Chauhan</title><meta name="twitter:title" content="Navan Chauhan"/><meta name="og:title" content="Navan Chauhan"/><meta name="description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="og:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/></head><body><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a href="/posts">Posts</a></li><li><a href="/tutorials">Tutorials</a></li></ul></nav></div></header><div class="wrapper"><h1>Tagged with <span class="tag">code-snippet</span></h1><a class="browse-all" href="/tags">Browse all tags</a><ul class="item-list"><li><article><h1><a href="/posts/splitting-zips">Splitting ZIPs into Multiple Parts</a></h1><ul class="tag-list"><li><a href="/tags/codesnippet">code-snippet</a></li><li><a href="/tags/article">article</a></li></ul><p>Short code snippet for splitting zips.</p></article></li></ul></div><footer><p>Generated using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html>
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+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/SwiftWebsite/tags/colab"/><meta name="twitter:url" content="https://navanchauhan.github.io/SwiftWebsite/tags/colab"/><meta name="og:url" content="https://navanchauhan.github.io/SwiftWebsite/tags/colab"/><title>Navan Chauhan</title><meta name="twitter:title" content="Navan Chauhan"/><meta name="og:title" content="Navan Chauhan"/><meta name="description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="og:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/></head><body><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a href="/posts">Posts</a></li><li><a href="/tutorials">Tutorials</a></li></ul></nav></div></header><div class="wrapper"><h1>Tagged with <span class="tag">colab</span></h1><a class="browse-all" href="/tags">Browse all tags</a><ul class="item-list"><li><article><h1><a href="/tutorials/custom-image-classifier-keras-tensorflow">Creating a Custom Image Classifier using Tensorflow 2.x and Keras for Detecting Malaria</a></h1><ul class="tag-list"><li><a href="/tags/tutorial">tutorial</a></li><li><a href="/tags/colab">colab</a></li></ul><p>Short tutorial for creating a custom image classifier using TF 2.0</p></article></li></ul></div><footer><p>Generated using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html>
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+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/SwiftWebsite/tags/helloworld"/><meta name="twitter:url" content="https://navanchauhan.github.io/SwiftWebsite/tags/helloworld"/><meta name="og:url" content="https://navanchauhan.github.io/SwiftWebsite/tags/helloworld"/><title>Navan Chauhan</title><meta name="twitter:title" content="Navan Chauhan"/><meta name="og:title" content="Navan Chauhan"/><meta name="description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="og:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/></head><body><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a href="/posts">Posts</a></li><li><a href="/tutorials">Tutorials</a></li></ul></nav></div></header><div class="wrapper"><h1>Tagged with <span class="tag">hello-world</span></h1><a class="browse-all" href="/tags">Browse all tags</a><ul class="item-list"><li><article><h1><a href="/posts/hello-world">Hello World</a></h1><ul class="tag-list"><li><a href="/tags/helloworld">hello-world</a></li><li><a href="/tags/article">article</a></li></ul><p>My first post.</p></article></li></ul></div><footer><p>Generated using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html>
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+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/SwiftWebsite/tags"/><meta name="twitter:url" content="https://navanchauhan.github.io/SwiftWebsite/tags"/><meta name="og:url" content="https://navanchauhan.github.io/SwiftWebsite/tags"/><title>Navan Chauhan</title><meta name="twitter:title" content="Navan Chauhan"/><meta name="og:title" content="Navan Chauhan"/><meta name="description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="og:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/></head><body><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a href="/posts">Posts</a></li><li><a href="/tutorials">Tutorials</a></li></ul></nav></div></header><div class="wrapper"><h1>Browse all tags</h1><ul class="all-tags"><li class="tag"><a href="/tags/article">article</a></li><li class="tag"><a href="/tags/codesnippet">code-snippet</a></li><li class="tag"><a href="/tags/colab">colab</a></li><li class="tag"><a href="/tags/helloworld">hello-world</a></li><li class="tag"><a href="/tags/tutorial">tutorial</a></li></ul></div><footer><p>Generated using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html>
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+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/SwiftWebsite/tags/tutorial"/><meta name="twitter:url" content="https://navanchauhan.github.io/SwiftWebsite/tags/tutorial"/><meta name="og:url" content="https://navanchauhan.github.io/SwiftWebsite/tags/tutorial"/><title>Navan Chauhan</title><meta name="twitter:title" content="Navan Chauhan"/><meta name="og:title" content="Navan Chauhan"/><meta name="description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="og:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/></head><body><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a href="/posts">Posts</a></li><li><a href="/tutorials">Tutorials</a></li></ul></nav></div></header><div class="wrapper"><h1>Tagged with <span class="tag">tutorial</span></h1><a class="browse-all" href="/tags">Browse all tags</a><ul class="item-list"><li><article><h1><a href="/tutorials/custom-image-classifier-keras-tensorflow">Creating a Custom Image Classifier using Tensorflow 2.x and Keras for Detecting Malaria</a></h1><ul class="tag-list"><li><a href="/tags/tutorial">tutorial</a></li><li><a href="/tags/colab">colab</a></li></ul><p>Short tutorial for creating a custom image classifier using TF 2.0</p></article></li></ul></div><footer><p>Generated using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html>
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diff --git a/tutorials/custom-image-classifier-keras-tensorflow/index.html b/tutorials/custom-image-classifier-keras-tensorflow/index.html
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+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/SwiftWebsite/tutorials/custom-image-classifier-keras-tensorflow"/><meta name="twitter:url" content="https://navanchauhan.github.io/SwiftWebsite/tutorials/custom-image-classifier-keras-tensorflow"/><meta name="og:url" content="https://navanchauhan.github.io/SwiftWebsite/tutorials/custom-image-classifier-keras-tensorflow"/><title>Creating a Custom Image Classifier using Tensorflow 2.x and Keras for Detecting Malaria | Navan Chauhan</title><meta name="twitter:title" content="Creating a Custom Image Classifier using Tensorflow 2.x and Keras for Detecting Malaria | Navan Chauhan"/><meta name="og:title" content="Creating a Custom Image Classifier using Tensorflow 2.x and Keras for Detecting Malaria | Navan Chauhan"/><meta name="description" content="Short tutorial for creating a custom image classifier using TF 2.0"/><meta name="twitter:description" content="Short tutorial for creating a custom image classifier using TF 2.0"/><meta name="og:description" content="Short tutorial for creating a custom image classifier using TF 2.0"/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/></head><body class="item-page"><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a href="/posts">Posts</a></li><li><a class="selected" href="/tutorials">Tutorials</a></li></ul></nav></div></header><div class="wrapper"><article><div class="content"><h1>Creating a Custom Image Classifier using Tensorflow 2.x and Keras for Detecting Malaria</h1><p><strong>Done during Google Code-In. Org: Tensorflow.</strong></p><h2>Imports</h2><pre><code>%tensorflow_version 2.x #This is for telling Colab that you want to use TF 2.0, ignore if running on local machine
+
+from PIL import Image # We use the PIL Library to resize images
+import numpy as np
+import os
+import cv2
+import tensorflow as tf
+from tensorflow.keras import datasets, layers, models
+import pandas as pd
+import matplotlib.pyplot as plt
+from keras.models import Sequential
+from keras.layers import Conv2D,MaxPooling2D,Dense,Flatten,Dropout
+</code></pre><h2>Dataset</h2><h3>Fetching the Data</h3><pre><code>!wget ftp://lhcftp.nlm.nih.gov/Open-Access-Datasets/Malaria/cell_images.zip
+!unzip cell_images.zip
+</code></pre><h3>Processing the Data</h3><p>We resize all the images as 50x50 and add the numpy array of that image as well as their label names (Infected or Not) to common arrays.</p><pre><code>data = []
+labels = []
+
+Parasitized = os.listdir("./cell_images/Parasitized/")
+for parasite in Parasitized:
+    try:
+        image=cv2.imread("./cell_images/Parasitized/"+parasite)
+        image_from_array = Image.fromarray(image, 'RGB')
+        size_image = image_from_array.resize((50, 50))
+        data.append(np.array(size_image))
+        labels.append(0)
+    except AttributeError:
+        print("")
+
+Uninfected = os.listdir("./cell_images/Uninfected/")
+for uninfect in Uninfected:
+    try:
+        image=cv2.imread("./cell_images/Uninfected/"+uninfect)
+        image_from_array = Image.fromarray(image, 'RGB')
+        size_image = image_from_array.resize((50, 50))
+        data.append(np.array(size_image))
+        labels.append(1)
+    except AttributeError:
+        print("")
+</code></pre><h3>Splitting Data</h3><pre><code>df = np.array(data)
+labels = np.array(labels)
+(X_train, X_test) = df[(int)(0.1*len(df)):],df[:(int)(0.1*len(df))]
+(y_train, y_test) = labels[(int)(0.1*len(labels)):],labels[:(int)(0.1*len(labels))]
+</code></pre><pre><code>s=np.arange(X_train.shape[0])
+np.random.shuffle(s)
+X_train=X_train[s]
+y_train=y_train[s]
+X_train = X_train/255.0
+</code></pre><h2>Model</h2><h3>Creating Model</h3><p>By creating a sequential model, we create a linear stack of layers.</p><p><em>Note: The input shape for the first layer is 50,50 which corresponds with the sizes of the resized images</em></p><pre><code>model = models.Sequential()
+model.add(layers.Conv2D(filters=16, kernel_size=2, padding='same', activation='relu', input_shape=(50,50,3)))
+model.add(layers.MaxPooling2D(pool_size=2))
+model.add(layers.Conv2D(filters=32,kernel_size=2,padding='same',activation='relu'))
+model.add(layers.MaxPooling2D(pool_size=2))
+model.add(layers.Conv2D(filters=64,kernel_size=2,padding="same",activation="relu"))
+model.add(layers.MaxPooling2D(pool_size=2))
+model.add(layers.Dropout(0.2))
+model.add(layers.Flatten())
+model.add(layers.Dense(500,activation="relu"))
+model.add(layers.Dropout(0.2))
+model.add(layers.Dense(2,activation="softmax"))#2 represent output layer neurons
+model.summary()
+</code></pre><h3>Compiling Model</h3><p>We use the adam optimiser as it is an adaptive learning rate optimization algorithm that's been designed specifically for <em>training</em> deep neural networks, which means it changes its learning rate automaticaly to get the best results</p><pre><code>model.compile(optimizer="adam",
+              loss="sparse_categorical_crossentropy",
+             metrics=["accuracy"])
+</code></pre><h3>Training Model</h3><p>We train the model for 10 epochs on the training data and then validate it using the testing data</p><pre><code>history = model.fit(X_train,y_train, epochs=10, validation_data=(X_test,y_test))
+</code></pre><pre><code>Train on 24803 samples, validate on 2755 samples
+Epoch 1/10
+24803/24803 [==============================] - 57s 2ms/sample - loss: 0.0786 - accuracy: 0.9729 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 2/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0746 - accuracy: 0.9731 - val_loss: 0.0290 - val_accuracy: 0.9996
+Epoch 3/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0672 - accuracy: 0.9764 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 4/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0601 - accuracy: 0.9789 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 5/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0558 - accuracy: 0.9804 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 6/10
+24803/24803 [==============================] - 57s 2ms/sample - loss: 0.0513 - accuracy: 0.9819 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 7/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0452 - accuracy: 0.9849 - val_loss: 0.3190 - val_accuracy: 0.9985
+Epoch 8/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0404 - accuracy: 0.9858 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 9/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0352 - accuracy: 0.9878 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+Epoch 10/10
+24803/24803 [==============================] - 58s 2ms/sample - loss: 0.0373 - accuracy: 0.9865 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
+</code></pre><h3>Results</h3><pre><code>accuracy = history.history['accuracy'][-1]*100
+loss = history.history['loss'][-1]*100
+val_accuracy = history.history['val_accuracy'][-1]*100
+val_loss = history.history['val_loss'][-1]*100
+
+print(
+    'Accuracy:', accuracy,
+    '\nLoss:', loss,
+    '\nValidation Accuracy:', val_accuracy,
+    '\nValidation Loss:', val_loss
+)
+</code></pre><pre><code>Accuracy: 98.64532351493835
+Loss: 3.732407123270176
+Validation Accuracy: 100.0
+Validation Loss: 0.0
+</code></pre><p>We have achieved 98% Accuracy!</p><p><a href="https://colab.research.google.com/drive/1ZswDsxLwYZEnev89MzlL5Lwt6ut7iwp- "Colab Notebook"">Link to Colab Notebook</a></p></div><span>Tagged with: </span><ul class="tag-list"><li><a href="/tags/tutorial">tutorial</a></li><li><a href="/tags/colab">colab</a></li></ul></article></div><footer><p>Generated using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html>
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+<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"/><meta name="og:site_name" content="Navan Chauhan"/><link rel="canonical" href="https://navanchauhan.github.io/SwiftWebsite/tutorials"/><meta name="twitter:url" content="https://navanchauhan.github.io/SwiftWebsite/tutorials"/><meta name="og:url" content="https://navanchauhan.github.io/SwiftWebsite/tutorials"/><title>Tutorials | Navan Chauhan</title><meta name="twitter:title" content="Tutorials | Navan Chauhan"/><meta name="og:title" content="Tutorials | Navan Chauhan"/><meta name="description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="og:description" content="I try to post tutorials, tips and tricks related to programming, designing and just some science stuff"/><meta name="twitter:card" content="summary"/><link rel="stylesheet" href="/styles.css" type="text/css"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><link rel="shortcut icon" href="/images/favicon.png" type="image/png"/><link rel="alternate" href="/feed.rss" type="application/rss+xml" title="Subscribe to Navan Chauhan"/><meta name="twitter:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/><meta name="og:image" content="https://navanchauhan.github.io/SwiftWebsite/images/logo.png"/></head><body><header><div class="wrapper"><a class="site-name" href="/">Navan Chauhan</a><nav><ul><li><a href="/posts">Posts</a></li><li><a class="selected" href="/tutorials">Tutorials</a></li></ul></nav></div></header><div class="wrapper"><h1>Tutorials</h1><ul class="item-list"><li><article><h1><a href="/tutorials/custom-image-classifier-keras-tensorflow">Creating a Custom Image Classifier using Tensorflow 2.x and Keras for Detecting Malaria</a></h1><ul class="tag-list"><li><a href="/tags/tutorial">tutorial</a></li><li><a href="/tags/colab">colab</a></li></ul><p>Short tutorial for creating a custom image classifier using TF 2.0</p></article></li></ul></div><footer><p>Generated using <a href="https://github.com/johnsundell/publish">Publish</a></p><p><a href="/feed.rss">RSS feed</a></p></footer></body></html>
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