-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathcurriculum.html
More file actions
191 lines (187 loc) · 12.6 KB
/
curriculum.html
File metadata and controls
191 lines (187 loc) · 12.6 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
<!DOCTYPE html>
<html>
<!-- Created By Kaustubh Harnoor, Project Falcon -->
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, shrink-to-fit=no">
<title>AI Academy - Curriculum</title>
<link rel="stylesheet" href="assets/bootstrap/css/bootstrap.min.css">
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Montserrat:400,400i,700,700i,600,600i">
<link rel="stylesheet" href="assets/fonts/font-awesome.min.css">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.14.0/css/all.min.css" integrity="sha512-1PKOgIY59xJ8Co8+NE6FZ+LOAZKjy+KY8iq0G4B3CyeY6wYHN3yt9PW0XpSriVlkMXe40PTKnXrLnZ9+fkDaog==" crossorigin="anonymous" />
<link rel="stylesheet" href="assets/fonts/ionicons.min.css">
<link rel="stylesheet" href="assets/css/Highlight-Clean.css">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/baguettebox.js/1.10.0/baguetteBox.min.css">
<link rel="stylesheet" href="assets/css/Newsletter-Subscription-Form.css">
<link rel="stylesheet" href="assets/css/Projects-Clean.css">
<link rel="stylesheet" href="assets/css/Projects-Horizontal.css">
<link rel="stylesheet" href="assets/css/smoothproducts.css">
<link rel="stylesheet" href="assets/css/Testimonials.css">
<link rel="stylesheet" href="assets/css/untitled.css">
<!-- Facebook Pixel Code -->
<script>
! function(f, b, e, v, n, t, s) {
if (f.fbq) return;
n = f.fbq = function() {
n.callMethod ?
n.callMethod.apply(n, arguments) : n.queue.push(arguments)
};
if (!f._fbq) f._fbq = n;
n.push = n;
n.loaded = !0;
n.version = '2.0';
n.queue = [];
t = b.createElement(e);
t.async = !0;
t.src = v;
s = b.getElementsByTagName(e)[0];
s.parentNode.insertBefore(t, s)
}(window, document, 'script',
'https://connect.facebook.net/en_US/fbevents.js');
fbq('init', '844790732711262');
fbq('track', 'PageView');
</script>
<noscript><img height="1" width="1" style="display:none"
src="https://www.facebook.com/tr?id=844790732711262&ev=PageView&noscript=1" /></noscript>
<!-- End Facebook Pixel Code -->
<meta name="description" content="Artificial Intelligence, Machine Learning Classes High School Students">
<meta property="og:title" content="AI Academy - Curriculum">
<meta property="og:description" content="Artificial Intelligence, Machine Learning Classes High School Students">
<meta property="og:image" content="https://learn-ai.net/master/assets/img/AIA%20Logo.jpg">
<meta property="og:type" content="website">
<meta property="og:url" content="https://learn-ai.net/master/curriculum.html">
</head>
<body>
<nav class="navbar navbar-light navbar-expand-lg fixed-top bg-white clean-navbar cms-editable" id="navbar">
<div class="container"><a class="navbar-brand logo" href="index.html"><img style="filter: brightness(88%) contrast(168%) hue-rotate(0deg) saturate(200%) sepia(0%);"
src="assets/img/AIA Logo.jpg" width="50" height="60"> AI ACADEMY</a><button class="navbar-toggler"
data-toggle="collapse" data-target="#navcol-1"><i class="fas fa-bars"></i><span class="sr-only">Toggle navigation</span></button>
<div id="navcol-1" class="collapse navbar-collapse">
<ul class="nav navbar-nav ml-auto" style="display: flex; justify-content: space-between;">
<li class="nav-item" role="presentation"><a class="nav-link" href="index.html">Home</a></li>
<li class="nav-item" role="presentation"><a class="nav-link active" href="curriculum.html">Curriculum</a></li>
<li class="nav-item" role="presentation"><a class="nav-link" href="events.html">Events</a></li>
<li class="nav-item" role="presentation"><a class="nav-link" href="about-us.html">About Us</a></li>
<li class="nav-item" role="presentation"><a class="nav-link" href="contact.html">Contact Us</a></li>
<li class="nav-item" role="presentation"><a class="nav-link" style="background-color: #efc94e;"
href="enroll.html">Enroll Now</a></li>
</ul>
</div>
</div>
</nav>
<main class="page service-page">
<section class="clean-block clean-services dark">
<div class="container cms-editable" id="content">
<div class="block-heading">
<h2 class="text-info" style="padding-top: 5vh; font-weight: bolder;">CURRICULUM</h2>
<p>Students will be using Microsoft Azure ML Studio, with real data-sets, for class exercises.</p>
<p><strong>Please bring own Laptop to class.</strong></p>
</div>
<div class="row" style="padding-top: 5vh;">
<div class="col-md-6 col-lg-4">
<div class="card"><img class="card-img-top w-100 d-block" src="assets/img/Photos/Curriculum/basic.JPG">
<div class="card-body" style="padding-bottom: 0px;">
<h4 class="card-title">Basic</h4>
<p class="card-text"><br>Foundational concepts in AI and ML. Be sure to know Algebra 1
(Current enrollment is ok).<br><br><br></p>
</div>
<div class="col-12">
<ul style="text-align: left;">
<li>Motivation for Artificial Intelligence</li>
<li>Types of Learning: <br>Supervised, Unsupervised</li>
<li>Understanding types of AI Problems and exercises in each: <br>Classification,
Anomaly Detection, Regressions, Clustering</li>
<li>Building Predictive Models (regression and Classification): Understanding
hypothesis and cost functions, Model metrics & Optimizing Cost Functions</li>
<li><strong>Exercises in:</strong> House prices, Diabetes prediction, Handwriting
recognition, Titanic survival etc.</li>
<li><strong>Final Class Project</strong> (team based)</li>
<li>Review and Wrap-up</li>
</ul>
</div>
<div><a class="btn btn-outline-primary btn-sm" style="color: #ffffff; background-color: #efc94e; border-color: white; width: 82.5938px; height: 35px; padding: 6px 20px; margin-bottom: 25px;"
role="button" href="enroll.html">Enroll</a></div>
</div>
</div>
<div class="col-md-6 col-lg-4">
<div class="card"><img class="card-img-top w-100 d-block" src="assets/img/Photos/Curriculum/intermediate.JPG">
<div class="card-body">
<h4 class="card-title">Intermediate</h4>
<p class="card-text">Learn the Tools of the Trade - More advanced problem solving. Be
sure to have familiarity with basics course content and basic proficiency with a
programming language.</p>
</div>
<div>
<div class="col-12">
<ul class="text-left">
<li>Intro to Neural Networks</li>
<li>Review of Algebra - Matrix Math with Python</li>
<li>Python for Machine Learning</li>
<li>Support Vector Machines</li>
<li>Recommender Systems</li>
<li>Principal Component Analysis (PCA)</li>
<li>Decision Trees</li>
<li>Ensemble Learning and Random Forests</li>
<li>Tensorflow</li>
<li>AI Hardware (CPU, GPU, TPU, ML Accelerators..)</li>
<li><strong>Development:</strong> Image Recognition using Tensorflow, Image
Compression with PCA</li>
<li><strong>Introduction to Kaggle Competitions</strong></li>
</ul>
</div>
<a class="btn btn-outline-primary btn-sm" style="color: #ffffff; background-color: #efc94e; border-color: white; width: 120px; height: 35px; padding: 6px 20px; margin-bottom: 25px;"
role="button" href="intermediateAndAdvancedContact.html">Contact</a>
</div>
</div>
</div>
<div class="col-md-6 col-lg-4">
<div class="card"><img class="card-img-top w-100 d-block" src="assets/img/Photos/Curriculum/advanced.jpg"
width="312" height="234">
<div class="card-body">
<h4 class="card-title">Advanced</h4>
<p class="card-text">Real Life Exercises; Showcase Work; Establish Credibility in AI
Community. Be sure to have familiarity with machine learning concepts & tools
and basic proficiency with a programming language.</p>
</div>
<div>
<div class="col-12">
<ul class="text-left">
<li>Review and Wrap-up</li>
<li>Training with large Data Sets</li>
<li>ebugging AI implementation</li>
<li>Real life Data Sets</li>
<li>Using GPUs for training</li>
<li><strong>Development: </strong>Medical Diagnosis, Autonomous Car</li>
<li><strong>Kaggle Competitions</strong></li>
<li><strong>Invited speakers from AI community</strong></li>
</ul>
</div>
<a class="btn
btn-outline-primary btn-sm" style="color: #ffffff; background-color: #efc94e; border-color: white; width: 120px; height: 35px; padding: 6px 20px; margin-bottom: 25px;"
role="button" href="intermediateAndAdvancedContact.html">Contact</a>
</div>
</div>
</div>
</div>
</div>
</section>
</main>
<div class="clean-block add-on social-icons blue" style="height: 42px;padding-bottom: 5vh;">
<div class="icons"><a target="_blank" href="https://www.facebook.com/AILearnAI/"><i class="fab fa-facebook-f"></i></a>
<a href="mailto:info@learn-ai.net"><i class="icon ion-email"></i></a></div>
<div></div>
</div>
<div class="clean-block add-on social-icons blue cms-editable" id="footer" style="height: 40px;padding-top: 0px;padding-bottom: 0;">
<p style="padding-top: 15px;">Copyright © All Rights Reserved. | Cupertino CA 95014, UNITED STATES | +1
669-24-LRN-AI | Made by Elevate the Future's <a style="color: rgba(0,0,0,0.5);" href="https://www.elevatethefuture.org/projectfalcon"
target="_blank" rel="noopener">Project Falcon</a></p>
<div> </div>
</div>
<div class="clean-block add-on social-icons blue"></div>
<script src="assets/js/jquery.min.js"></script>
<script src="assets/bootstrap/js/bootstrap.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/baguettebox.js/1.10.0/baguetteBox.min.js"></script>
<script src="assets/js/smoothproducts.min.js"></script>
<script src="assets/js/theme.js"></script>
</body>
</html>