Face Recognition Pipeline

Finished Making the pipeline for face recognition and classification, it is working and is able to detect male from female based on top 50 (highest sd) face features.
code93 · code93 · Jul 7, 2021 · Jul 1, 2021 · Jul 1, 2021 · Jul 2, 2021
commit 09c990eacd76f865738eeaf52e27fccb701667af
diff --git a/Project/ML/Face Recognition/Module-2 - Image Croping.ipynb b/Project/ML/Face Recognition/Module-2 - Image Croping.ipynb
diff --git a/Project/ML/Face Recognition/Module-2- Eigen Images.ipynb b/Project/ML/Face Recognition/Module-2- Eigen Images.ipynb
diff --git a/Project/ML/Face Recognition/Module-2- Structuring Data.ipynb b/Project/ML/Face Recognition/Module-2- Structuring Data.ipynb
diff --git a/Project/ML/Face Recognition/Module-2-Data Preprocessing.ipynb b/Project/ML/Face Recognition/Module-2-Data Preprocessing.ipynb
diff --git a/Project/ML/Face Recognition/Module-2-Training ML Model.ipynb b/Project/ML/Face Recognition/Module-2-Training ML Model.ipynb
diff --git a/Project/ML/Face Recognition/data/data_pca_50_y_mean.pickle.npz b/Project/ML/Face Recognition/data/data_pca_50_y_mean.pickle.npz
diff --git a/Project/ML/Face Recognition/data/dataframe_images_100_100.pickle b/Project/ML/Face Recognition/data/dataframe_images_100_100.pickle
diff --git a/Project/ML/Face Recognition/data/male_000281.jpg b/Project/ML/Face Recognition/data/male_000281.jpg
diff --git a/Project/ML/Face Recognition/data/sb.jpg b/Project/ML/Face Recognition/data/sb.jpg
diff --git a/Project/ML/Face Recognition/data/sb2.jpg b/Project/ML/Face Recognition/data/sb2.jpg
diff --git a/Project/ML/Face Recognition/models/haarcascade_frontalface_default.xml b/Project/ML/Face Recognition/models/haarcascade_frontalface_default.xml
diff --git a/Project/ML/Face Recognition/models/mean_preprocess.pickle b/Project/ML/Face Recognition/models/mean_preprocess.pickle
diff --git a/Project/ML/Face Recognition/models/model_svm.pickle b/Project/ML/Face Recognition/models/model_svm.pickle
diff --git a/Project/ML/Face Recognition/models/pca_50.pickle b/Project/ML/Face Recognition/models/pca_50.pickle
diff --git a/Project/Website/Final_Project/companyblog/data.sqlite b/Project/Website/Final_Project/companyblog/data.sqlite
diff --git a/Project/Website/Final_Project/companyblog/static/homepage.jpg b/Project/Website/Final_Project/companyblog/static/homepage.jpg
diff --git a/Project/Website/Final_Project/companyblog/static/master.css b/Project/Website/Final_Project/companyblog/static/master.css
@@ -0,0 +1,24 @@
+.navbar {
+    background-color: white;
+    border-color: white;
+    color: black;
+}
+
+nav :hover {
+    color: black;
+}
+
+.navbar .navbar-nav .navbar-brand {
+    text-align: left;
+}
+
+a {
+    color: black;
+    font: bold;
+}
+
+a :hover {
+    color: black;
+    background-color: black;
+}
+
diff --git a/Project/Website/Final_Project/companyblog/templates/base.html b/Project/Website/Final_Project/companyblog/templates/base.html
@@ -10,32 +10,40 @@
     <script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
     <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.4.1/js/bootstrap.min.js"></script>
     <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.12.4/jquery.min.js"></script>
-    <script src="https://cdnjs.cloudflare.com/ajax/libs/socket.io/1.7.3/socket.io.min.js"></script>
     <link rel="icon" href="../static/anonymous logo.jpg" type="image/icon type">
+    <link rel="stylesheet" href="../static/master.css" >
     <title>Cyberspace Gateway</title>
   </head>
-  <body>
-    <div class="container">
-    <div class="jumbotron text-center">
-    <nav class="navbar navbar-inverse navbar-fixed-top">
+
+    <nav class="navbar  navbar-expand-sm " style="border-bottom: solid grey;">
+     <a class="navbar-brand " style="font-size: x-large; font-weight: bold;" href="{{ url_for('core.index') }}">Home</a></li>
     <div class="container-fluid">
-  <ul class="nav">
+    <ul class="navbar-nav ">
 
-  <li ><a  href="{{ url_for('core.index') }}">Home</a></li>
-  <li ><a  href="{{ url_for('core.info') }}">About Us</a></li>
+    <!-- <li class="nav-item" ><a class="navbar-brand " style="font-size: x-large; font-weight: bold; font-style: italic;" href="{{ url_for('core.index') }}">Home</a></li> -->
+    <!-- <li class="nav-item"><a class="nav-link"  href="{{ url_for('core.info') }}">About Us</a></li> -->
     {% if current_user.is_authenticated %}
-    <li ><a href="{{ url_for('users.logout') }}">Log Out</a></li>
-    <li ><a href="{{ url_for('users.account') }}">Account</a></li>
-    <li ><a href="{{ url_for('blog_posts.create_post') }}">Create Post</a></li>
+    <li class="nav-item" ><a class="nav-link" href="{{ url_for('users.account') }}">Account</a></li>
+    <li class="nav-item"><a class="nav-link" href="{{ url_for('blog_posts.create_post') }}">Create-Post</a></li>
+    <!-- <li class="nav-item"><a class="nav-link" href="{{ url_for('users.logout') }}">Log Out</a></li> -->
     {% else %}
-    <li ><a href="{{ url_for('users.login') }}">Log In</a></li>
-    <li ><a href="{{ url_for('users.register') }}">Register</a></li>
+    <!-- <li class="nav-item"><a class="nav-link" href="{{ url_for('users.login') }}">Log In</a></li> -->
+    <!-- <li class="nav-item"><a class="nav-link" href="{{ url_for('users.register') }}">Register</a></li> -->
     {% endif %}
 
 </ul>
 </div>
-</nav>
+{% if current_user.is_authenticated %}
+<a class="nav-link" style="font-weight: bold;" href="{{ url_for('users.logout') }}">LOGOUT</a>
+{% endif %}
 
+{% if not current_user.is_authenticated %}
+<a class="nav-link" style="font-weight: bold;" href="{{ url_for('users.login') }}">LOGIN</a>
+{% endif %}
+</nav>
+<body>
+  <div class="container">
+  <div class="jumbotron text-center" style="background-color: white;">
 <div class="container">
   {% block content %}
 
@@ -45,9 +53,8 @@
 </div>
 
   </body>
-  <nav class="navbar navbar-inverse navbar-fixed-bottom">
-    <div class="container-fluid">
-     <h3> contact me:  shubhambirmi@hotmail.com </h3>
-    </div>
-  </nav>
+  <footer style="border-top: solid grey;">
+   <a class="nav-link" style="text-align: center; font-weight: bold; font-size: large;"  href="{{ url_for('core.info') }}">About Us</a>
+  </footer>
+
 </html>
diff --git a/Project/Website/Final_Project/companyblog/templates/blog_post.html b/Project/Website/Final_Project/companyblog/templates/blog_post.html
@@ -1,10 +1,10 @@
 {% extends "base.html" %}
 {% block content %}
 <div class="jumbotron">
-  <h1>{{ post.title }}</h1>
-  <h2>Written by: {{post.author.username}}</h2>
-  <h3>Published: {{ post.date.strftime('%B %d, %Y') }}</h3>
-  <p>{{post.text}}</p>
+  <h1 style="font-weight: bold;">{{ post.title }}</h1>
+  <h4>Written by {{post.author.username}} on {{ post.date.strftime('%B %d, %Y') }}</h4>
+  <!-- <h3>Published: {{ post.date.strftime('%B %d, %Y') }}</h3> -->
+  <p style="font-size: 32px; text-align: justify;">{{post.text}}</p>
    {% if post.author == current_user %}
      <div>
        <a class="btn btn-secondary" href="{{ url_for('blog_posts.update', blog_post_id=post.id) }}">Update</a>

diff --git a/Project/Website/Final_Project/companyblog/templates/index.html b/Project/Website/Final_Project/companyblog/templates/index.html
@@ -1,9 +1,5 @@
 {% extends "base.html" %}
 {% block content %}
-  <div class="jumbotron">
-    <h1>Cyberspace Gateway Blogs</h1>
-    <p>Welcome to the Blog's Page</p>
-  </div>
 
   <div class="container">
 
@@ -15,11 +11,11 @@ <h1>Cyberspace Gateway Blogs</h1>
       <div class="card-body">
 
 
-        <h2><a class="card-title" href="  {{ url_for('blog_posts.blog_post', blog_post_id=post.id) }}">{{ post.title }}</a></h2>
-        <a href="{{ url_for('users.user_posts', username=post.author.username) }}">Written By: {{ post.author.username }}</a>
-        <p>Published on: {{ post.date.strftime('%Y-%m-%d') }}</p>
-        <p class="card-text">{{ post.text[:100] }}...</p>
-        <a href="{{ url_for('blog_posts.blog_post', blog_post_id=post.id) }}" class="btn btn-primary">Read Blog Post</a>
+        <h2><a class="card-title" href="  {{ url_for('blog_posts.blog_post', blog_post_id=post.id) }}" style="font-weight: bold;">{{ post.title }}</a></h2>
+        <a href="{{ url_for('users.user_posts', username=post.author.username) }}">written by: {{ post.author.username }}</a>
+        <p style="font-size: small;">{{ post.date.strftime('%Y-%m-%d') }}</p>
+        <p class="card-text" style="color: grey;">{{ post.text[:100] }}...</p>
+        <!-- <a href="{{ url_for('blog_posts.blog_post', blog_post_id=post.id) }}" class="btn btn-primary">Read Blog Post</a> -->
       </div>
     </div>
 

diff --git a/Project/Website/Final_Project/companyblog/templates/login.html b/Project/Website/Final_Project/companyblog/templates/login.html
@@ -14,5 +14,12 @@
         {{ form.submit(class="btn btn-default") }}
     </div>
 </form>
+<div class="container-fluid">
+
+        <a class="btn btn-default" href="{{ url_for('users.register') }}">New User?</a>
+
+</div>
+
+
 </div>
 {% endblock %}
diff --git a/Project/Website/Final_Project/companyblog/templates/register.html b/Project/Website/Final_Project/companyblog/templates/register.html
@@ -1,5 +1,6 @@
 {% extends "base.html" %}
 {% block content %}
+<h2> Sign Up</h2>
 <div class="container pt-3">
     <form class="form-horizontal" method="POST">
 
@@ -21,6 +22,11 @@
     {{ form.submit(class="btn btn-default") }}
     </div>
 </form>
+<div class="container-fluid">
+
+    <a class="btn btn-default" href="{{ url_for('users.login') }}">Back to LOGIN</a>
+
+</div>
 </div>
 
 {% endblock %}
diff --git a/Project/Website/Final_Project/companyblog/templates/user_blog_posts.html b/Project/Website/Final_Project/companyblog/templates/user_blog_posts.html
@@ -15,7 +15,7 @@ <h2><a href="{{ url_for('blog_posts.blog_post', blog_post_id=post.id) }}">{{ pos
           Written by: <a href="{{ url_for('users.user_posts', username=post.author.username) }}">{{ post.author.username }}</a>
           <p class="text-muted">Published on: {{ post.date.strftime('%Y-%m-%d') }}</p>
           <br>
-            <p>{{post.text}}</p>
+            <p style="text-align: justify;">{{post.text}}</p>
           <br>
 
 {% endfor %}