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lectures_2018.html
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<!DOCTYPE html>
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<title>Lectures - Engineering Computation</title>
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<li><a href="index.html">Home</a></li>
<li class="active"><a href="#">Lectures</a></li>
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<div class="container">
<h1 style='color:#ffffff'>Lectures</h1>
</div>
</div>
<!-- Wrap all page content here -->
<div id="wrap">
<div class="container">
<div class="bs-docs-section">
<h1 id="overview" class="page-header">Lectures <i class="fa fa-slideshare fa-lg"></i></h1>
<p class="lead">Lectures for Engineering Computation and Data Science. Requirements: Google Chrome; Laptop</p>
</div>
<div class="well">
<h3>Lecture 1 - Introduction</h3>
<h4>Class Information & Logistics</h4>
<a href="materials/syllabus.pdf">
<i class="fa fa-file-pdf-o"></i> Syllabus
</a>
<br>
<a href="https://docs.google.com/spreadsheets/d/11R_eNmWb7A8XXEs1NnHfr8iuubxHHfRlOVGtYkHpOgk/edit?usp=sharing">
<i class="fa fa-file-pdf-o"></i> Schedule
</a>
<br>
<a href="materials/academic_honesty.pdf">
<i class="fa fa-file-pdf-o"></i> Academic Honesty
</a>
<br>
<a href="materials/termProject_video_2018.pdf">
<i class="fa fa-file-pdf-o"></i> Term Project
</a>
<br>
<a href="materials/template.pdf">
<i class="fa fa-file-pdf-o"></i> Template
</a>
<br>
<a href="https://piazza.com/mit/spring2018/1001">
<i class="fa fa-file-pdf-o"></i> Piazza
</a>
<br>
<h4>Introduction</h4>
<a href="materials/overview.pdf">
<i class="fa fa-file-pdf-o"></i> Overview
</a> (
<a href="materials/overview.pptx">PPT
<i class="fa fa-file-powerpoint-o"></i>
</a>)
<br>
<a href="materials/introduction.pdf">
<i class="fa fa-file-pdf-o"></i> Introduction
</a> (
<a href="materials/introduction.pptx">PPT
<i class="fa fa-file-powerpoint-o"></i>
</a>)
<br>
<a href="https://www.youtube.com/embed/7-kd5Aa-6k4" target="_blank">
<i class="fa fa-video-camera"></i> Sample Projects
</a>
<br>
<a href="abel/01_introduction/slides.html">
<i class="fa fa-html5"></i> Web Platform
</a>
</div>
<div class="well" style="background-color:rgba(255, 235, 59,0.2);">
<a href="homeworks.html" target="_blank">
<h3>Lab 1 - Development Environment Setup & Configuration</h3>
</a>
</div>
<div class="well">
<h3>Lecture 2 - Arrays & Objects</h3>
<h4>Preparation Material - Browser Basics</h4>
<a href="https://vimeo.com/86204202" target="_blank">
<i class="fa fa-video-camera"></i> Browser Basics
</a>
<br>
<a href="https://vimeo.com/86204204" target="_blank">
<i class="fa fa-video-camera"></i> PS1 Get DOM Elements
</a>
<h4>Preparation Material - JavaScript Syntax Basics</h4>
<a href="https://www.youtube.com/embed/DV4kIxq4OFU" target="_blank">
<i class="fa fa-video-camera"></i> Console
</a>
<br>
<a href="https://www.youtube.com/embed/BX3DlYDK2EA" target="_blank">
<i class="fa fa-video-camera"></i> Variables
</a>
<br>
<a href="https://www.youtube.com/embed/9gR_MIsSaQc" target="_blank">
<i class="fa fa-video-camera"></i> If ... Else
</a>
<br>
<a href="https://www.youtube.com/embed/6r2LGsGaQWM" target="_blank">
<i class="fa fa-video-camera"></i> For Loops
</a>
<br>
<a href="https://www.youtube.com/embed/dmB_KhR3S2c" target="_blank">
<i class="fa fa-video-camera"></i> Debugging Basics
</a>
<br>
<a href="https://www.youtube.com/embed/Sl3K4Yjv-7I" target="_blank">
<i class="fa fa-video-camera"></i> Calling JavaScript from HTML
</a>
<br>
<a href="https://www.youtube.com/embed/UpLT_hZSKb0" target="_blank">
<i class="fa fa-video-camera"></i> Recommended JavaScript Style
</a>
<br>
<a href="https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference" target="_blank">
<i class="fa fa-video-camera"></i> JavaScript Language Reference
</a>
<br>
<h4>Preparation Material - Arrays</h4>
<a href="https://www.youtube.com/embed/Ia6mEE6vGg4" target="_blank">
<i class="fa fa-video-camera"></i> Array Basics
</a>
<br>
<h4>Preparation Material - Objects</h4>
<a href="https://www.youtube.com/embed/4IbDHBQNy9E" target="_blank">
<i class="fa fa-video-camera"></i> Objects - Hello World
</a>
<br>
<a href="https://www.youtube.com/embed/O6TYLO3KsAE" target="_blank">
<i class="fa fa-video-camera"></i> Objects: Assigning Objects to Properties
</a>
<br>
<a href="https://www.youtube.com/embed/9f5X2lVDm2A" target="_blank">
<i class="fa fa-video-camera"></i> Objects: Properties with Arrays of Objects
</a>
<br>
<a href="https://www.youtube.com/embed/2_ZeDom_DKs" target="_blank">
<i class="fa fa-video-camera"></i> Objects: Deep Nesting
</a>
<br>
<a href="https://www.youtube.com/embed/2B1kurEorJQ" target="_blank">
<i class="fa fa-video-camera"></i> Simple Function
</a>
<br>
<a href="https://www.youtube.com/embed/XAiwclS74Fg" target="_blank">
<i class="fa fa-video-camera"></i> Objects: Assigning Methods to Properties
</a>
<br>
<a href="https://www.youtube.com/embed/NRwWhSsDHI4" target="_blank">
<i class="fa fa-video-camera"></i> Passing Functions as Parameters
</a>
<br>
<a href="https://www.youtube.com/embed/KTaBek9ja3I" target="_blank">
<i class="fa fa-video-camera"></i> Variable Scope
</a>
<br>
<a href="https://www.youtube.com/embed/m-FamSO0NzY" target="_blank">
<i class="fa fa-video-camera"></i> Copying by Value
</a>
<br>
<a href="https://www.youtube.com/embed/gkRoA05o-34" target="_blank">
<i class="fa fa-video-camera"></i> Object References
</a>
<br>
<a href="https://www.youtube.com/embed/M26iQKR_bKM" target="_blank">
<i class="fa fa-video-camera"></i> Object Properties - Reference and Value
</a>
<br>
<a href="https://www.youtube.com/embed/49Yxn7S_zF8" target="_blank">
<i class="fa fa-video-camera"></i> Objects - Multiple References
</a>
<h4>Mini Lecture</h4>
<a href="https://vimeo.com/87270695" target="_blank">
<i class="fa fa-slideshare"></i> Mini Lecture: First Object
</a>
<br>
<a href="https://vimeo.com/87270697" target="_blank">
<i class="fa fa-slideshare"></i> Mini Lecture: Point Object Function
</a>
<h4>Active Learning</h4>
<!--<a href="http://onexi.org/jrw/L2/arrays-kai/arrayBasic.zip">-->
<!--<i class="fa fa-file-code-o"></i> Exercise 1-->
<!--</a>-->
<br>
<!--<a href="http://onexi.org/jrw/L2/arrays-kai/arrayMin.zip">-->
<!--<i class="fa fa-file-code-o"></i> Exercise 2-->
<!--</a>-->
<br>
<!--<a href="http://onexi.org/jrw/L2/arrays-kai/arrayOrder.zip">-->
<!--<i class="fa fa-file-code-o "></i> Exercise 3-->
<!--</a>-->
<br>
</div>
<div class="well ">
<h3>Lecture 3 - Functions</h3>
<h4>Preparation Material - Functions</h4>
<a href="https://www.youtube.com/embed/60DA-Enj9Vw " target="_blank ">
<i class="fa fa-video-camera "></i> Function Basics
</a>
<br>
<a href="https://www.youtube.com/embed/eWB_yxi_xcc " target="_blank ">
<i class="fa fa-video-camera "></i> Functions are Objects
</a>
<br>
<a href="https://www.youtube.com/embed/2e7e0ZsBVEo " target="_blank ">
<i class="fa fa-video-camera "></i> Scope: Basics
</a>
<br>
<a href="https://www.youtube.com/embed/xANWzvwg_YI " target="_blank ">
<i class="fa fa-video-camera "></i> Scope: Forgetting Var
</a>
<br>
<a href="https://www.youtube.com/embed/yKnRUuVeGS4 " target="_blank ">
<i class="fa fa-video-camera "></i> Scope: Nested Functions
</a>
<br>
<a href="https://www.youtube.com/embed/xGnSyszYh3c " target="_blank ">
<i class="fa fa-video-camera "></i> Functions Provide Scope
</a>
<h4>Preparation Material - Timers</h4>
<a href="abel/05_lab/slides.html " target="_blank " target="_blank ">
<i class="fa fa-slideshare "></i> SetTimeout vs SetInterval
</a><br>
<a href="https://www.youtube.com/embed/JJsz07ilcMk " target="_blank ">
<i class="fa fa-video-camera "></i> Basic Timers
</a><br>
<a href="https://www.youtube.com/embed/JWTFm1UpvzY " target="_blank ">
<i class="fa fa-video-camera "></i> Repeating Timer
</a><br>
<a href="https://www.youtube.com/embed/zz5PZMlXkwM " target="_blank ">
<i class="fa fa-video-camera "></i> Animation Basics Using Timers
</a><br>
<h4>Mini Lecture</h4>
<a href="https://www.youtube.com/embed/ZdGk3zy7K7M" target="_blank ">
<i class="fa fa-video-camera "></i> Web Document Basics - Class Mini Lecture
</a><br>
<a href="abel/03_web_document_basics/slides.html" target="_blank ">
<i class="fa fa-slideshare "></i> Web Document Basics - Slides
</a><br>
<a href="abel/06_binary/slides.html" target="_blank ">
<i class="fa fa-slideshare "></i> Binary - Slides
</a>
<h4>Active Learning</h4>
<a href="./materials/ex/ball.html" target="_blank ">
<i class="fa fa-file-code-o "></i> bouncing ball
</a>
<!--<a href="https://github.com/onexi/ex-binary" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> ex-binary repo direct link-->
<!--</a>-->
<!--<a href="http://onexi.org/abel/06_binary/code/exercise.zip" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> ex-binary zip download link-->
<!--</a>-->
</div>
<div class="well" style="background-color:rgba(255, 235, 59,0.2);">
<h3>Lab 2 - Arrays, Objects, and Functions</h3>
<div>Download and setup Onexi VSCode plugin.</div>
<i>ex-arraybasics</i>
</div>
<div class="well ">
<h3>Lecture 4 - JSON, Gov Data, Public APIs (No Visualization)</h3>
<h4>Preparation Material - JSON</h4>
<a href="https://www.youtube.com/embed/PwxVoXP0jbg " target="_blank ">
<i class="fa fa-video-camera "></i> JSON Basics
</a>
<br>
<a href="https://www.youtube.com/embed/Id4mvY1KuHA " target="_blank ">
<i class="fa fa-video-camera "></i> Walking Through JSON
</a>
<br>
<a href="https://www.youtube.com/embed/lUW5uJiFaJU " target="_blank ">
<i class="fa fa-video-camera "></i> JSON Debugging
</a>
<br>
<a href="materials/data/bostonEmployeeSalaries.json " download>
<i class="fa fa-database "></i> City of Boston Employee Earnings Report
</a>
<br>
<a href="https://data.cityofboston.gov/browse?sortBy=most_accessed&utf8=✓ ">
<i class="fa fa-database "></i> City of Boston Data
</a>
<h4>Mini Lecture</h4>
<a href="https://drive.google.com/open?id=0BzC6J7ShkT0QYVZ2LXl5djhCanM" target="_blank ">
<i class="fa fa-video-camera "></i> Mini Lecture 1
</a>
<br>
<a href="https://drive.google.com/open?id=0BzC6J7ShkT0QX3FvaEFTTlNaWWc" target="_blank ">
<i class="fa fa-video-camera "></i> Mini Lecture 2
</a>
<br>
<h4>Active Learning</h4>
<i>ex-bostoncity</i>
<!--<a href="http://onexi.org/jrw/L4 JSON/starter_code.zip" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Exercise 1-->
<!--</a>-->
<!--<br>-->
<!--<a href="https://github.com/onexi/ex-walkjson" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Exercise 2-->
<!--</a>-->
<!--<br>-->
<!--<a href="https://github.com/onexi/ex-bostoncity" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Exercise 3-->
<!--</a>-->
<!--<br>-->
</div>
<div class="well ">
<h3>Lecture 5 - Filters, Sorting, Map, Reduce</h3>
<h4>Preparation Material - Videos/Exercises</h4>
<a href="https://www.youtube.com/embed/GxyFlXbhdsY">
<i class="fa fa-video-camera"></i> Callback Functions
</a>
(
<a href="abel/26_callbacks/01_callback.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
<a href="https://www.youtube.com/embed/W_WGUEaAdjU">
<i class="fa fa-video-camera"></i> forEach Callback Functions
</a>
(
<a href="abel/26_callbacks/02_foreach.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
<a href="https://www.youtube.com/embed/N0E7H87PTXM">
<i class="fa fa-video-camera"></i> Filter Callback Functions
</a>
(
<a href="abel/26_callbacks/03_filter.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
<a href="https://www.youtube.com/embed/5g92kS_FaYg">
<i class="fa fa-video-camera"></i> Sort Callback Functions
</a>
(
<a href="abel/26_callbacks/04_sort.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
<a href="https://www.youtube.com/embed/jkEPcEzfaSc">
<i class="fa fa-video-camera"></i> Map Callback Functions
</a>
(
<a href="abel/26_callbacks/05_map.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
<a href="https://www.youtube.com/embed/oxFU4P_u_sE">
<i class="fa fa-video-camera"></i> Reduce Callback Functions
</a>
(
<a href="abel/26_callbacks/06_reduce.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
<h4>Mini Lecture</h4>
<a href="abel/26_filters_sorting/slides.html" target="_blank ">
<i class="fa fa-slideshare "></i> Callbacks
</a><br>
<h4>Active Learning</h4>
<!--<a href="abel/26_filters_sorting/code/callback_students.zip" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Introduction-->
<!--</a><br>-->
<!--<a href="https://github.com/onexi/ex-boston-overx" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Over X-->
<!--</a><br>-->
<!--<a href="https://github.com/onexi/ex-boston-filter" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Filter-->
<!--</a><br>-->
<!--<a href="https://github.com/onexi/ex-boston-sort" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Sort-->
<!--</a> -->
</div>
<div class="well" style="background-color:rgba(255, 235, 59,0.2);">
<h3>Lab 3 - Callbacks</h3>
<a href="https://www.dropbox.com/s/z2sn76hoyne65j5/Recitation_2.zip?dl=0 " target="_blank ">
<i class="fa fa-file-code-o "></i> Callbacks Class Code
</a><br>
<a href="https://www.dropbox.com/s/6nxnobyn5bjhkpa/recitation2_solution_arrayCallbacks.zip?dl=0" target="_blank ">
<i class="fa fa-file-code-o "></i> Callbacks Class Code (Solutions)
</a><br>
</div>
<div class="well ">
<h3>Lecture 6 - Visualization</h3>
<h4>Mini Lecture - Data & Charts</h4>
<a href="https://drive.google.com/open?id=0BzC6J7ShkT0QTENpWW00eU5lSVE" target="_blank ">
<i class="fa fa-video-camera "></i> Google Charts - Boston City Data
</a><br>
<a href="https://drive.google.com/open?id=0BzC6J7ShkT0QMGxHQUJacXFYdWc" target="_blank ">
<i class="fa fa-video-camera "></i> Google Charts - Climate Data
</a><br>
<h4>Active Learning - Data & Charts - </h4>
<!--<a href="https://github.com/onexi/ex-googlecharts" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Boston City Data - Google Charts Barchart-->
<!--</a><br>-->
<!--<a href="https://github.com/onexi/ex-googlecharts-climate" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Climate Data - Google Chart Scatter Plot and Regression Line-->
<!--</a><br>-->
</div>
<div class="well ">
<h3>Lecture 7 - Sensemaking</h3>
<h4>Mini Lecture - Node Basics, NPM, Course Catalog</h4>
<a href="abel/06_bubbles/sensemaking.pptx" target="_blank ">
<i class="fa fa-slideshare "></i> Sensemaking - course catalog
</a><br>
<a href="abel/06_bubbles/node_basics.pptx" target="_blank ">
<i class="fa fa-slideshare "></i> node/npm basics
</a><br>
<h4>Active Learning - Fetch, Cheerio, RegEx, Map, Reduce</h4>
<a href="abel/06_bubbles/exercises.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Exercises - course catalog
</a><br>
<a href="abel/06_bubbles/exercises_solutions.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Exercises Solutions - course catalog
</a><br>
</div>
<div class="well" style="background-color:rgba(255, 235, 59,0.2);">
<h3>Lab 4 - Node, HTML overview</h3>
<a href="materials/lab4/main.html" target="_blank ">
<i class="fa fa-file-code-o"></i> HTML Exercise Template
</a><br>
<a href="materials/lab4/dict-app.zip" target="_blank ">
<i class="fa fa-file-code-o"></i> Node Dictionary App
</a><br>
</div>
<div class="well ">
<h3>Lecture 8 - Geospatial - Spatial/Temporal Information</h3>
<h4>Preparation Material - Videos/Exercises</h4>
<a href="https://vimeo.com/87965564" target="_blank ">
<i class="fa fa-video-camera"></i> Map - Hello World
</a>
<br>
<a href="https://www.youtube.com/embed/JJsz07ilcMk " target="_blank ">
<i class="fa fa-video-camera "></i> Basic Timers
</a><br>
<a href="https://www.youtube.com/embed/JWTFm1UpvzY " target="_blank ">
<i class="fa fa-video-camera "></i> Repeating Timer
</a><br>
<h4>Mini Lecture</h4>
<a href="abel/11_geospatial/slides.html" target="_blank ">
<i class="fa fa-slideshare "></i> Geospatial
</a><br>
<h4>Active Learning</h4>
<!--<a href="abel/11_geospatial/code/webgl-globe.zip" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Globe Code-->
<!--</a> ( -->
<!--<a href="https://github.com/dataarts/webgl-globe" target="_blank ">-->
<!--github-->
<!--</a>)<br>-->
<a href="abel/11_geospatial/code/visualization.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Visualization, Geospatial, Real-Time Data
</a><br>
<!--<a href="https://github.com/onexi/ex-flickr" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Geocoding Inspection-->
<!--</a><br>-->
</div>
<div class="well ">
<h3>Lecture 9 - Non-Blocking, Async Computation </h3>
<h4>Preparation Material - Videos/Exercises</h4>
<a href="https://www.youtube.com/embed/DyktHOK2DeA" target="_blank ">
<i class="fa fa-video-camera"></i> Node
</a>
<br>
<h4>Mini Lecture</h4>
<!-- <a href="https://drive.google.com/open?id=182xyrE9TJCcmKfOUjm_s2BuZzKZu1wx_" target="_blank ">
<i class="fa fa-file-code-o"></i> Promises Code for Class
</a><br>
<a href="https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Using_promises" target="_blank ">
<i class="fa fa-slideshare "></i> Introduction to Promises
</a><br>
-->
<a href="abel/39_node/node.pdf" target="_blank ">
<i class="fa fa-slideshare "></i> Node - Requests, Promises, and Commands
</a><br>
<a href="abel/39_node_async_await/slides.html" target="_blank ">
<i class="fa fa-slideshare "></i> async, await, and promises
</a><br>
<h4>Active Learning</h4>
<!--<a href="https://github.com/onexi/ex-request" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Requests, Promises, and Commands-->
<!--</a> <br>-->
</div>
<div class="well" style="background-color:rgba(255, 235, 59,0.2);">
<h3>Lab 5 - Promise Land</h3>
<a href="https://github.com/sdrammis/promise-land" target="_blank ">
<i class="fa fa-file-code-o"></i> Code
</a><br>
</div>
<div class="well ">
<h3>Lecture 10 - Application Servers & Package Management</h3>
<h4>Preparation Material - Videos/Exercises</h4>
<a href="https://www.youtube.com/embed/f_3wWNjIrps" target="_blank ">
<i class="fa fa-video-camera"></i> Creating Modules
</a>
<br>
<a href="https://www.youtube.com/embed/qaQmb6fnmkQ" target="_blank ">
<i class="fa fa-video-camera"></i> The Package Manager for Node.js
</a>
<br>
<a href="https://www.youtube.com/embed/936rdnqX9VQ" target="_blank ">
<i class="fa fa-video-camera"></i> Installing Packages, Locally and Globally
</a>
<br>
<a href="https://www.youtube.com/embed/lJE45xd4oqs" target="_blank ">
<i class="fa fa-video-camera"></i> HTTP Server Package
</a>
<br>
<a href="https://www.youtube.com/embed/E031_EfSXHs" target="_blank ">
<i class="fa fa-video-camera"></i> Database Package
</a>
<br>
<a href="https://www.youtube.com/embed/TXxrl8TC1v4" target="_blank ">
<i class="fa fa-video-camera"></i> Creating Packages
</a>
<br>
<h4>Mini Lecture</h4>
<!-- <a href="abel/39_node/sensemaking.pdf" target="_blank ">
<i class="fa fa-slideshare "></i> Sense Making
</a><br> -->
<a href="abel/39_node/services.pptx" target="_blank ">
<i class="fa fa-slideshare "></i> Services
</a><br>
<h4>Active Learning</h4>
<a href="materials/ex/services_solutions.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Services Exercises
</a> <br>
<!--<a href="https://github.com/onexi/ex-sensemaking" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Sense Making-->
<!--</a> <br>-->
</div>
<div class="well ">
<h3>Lecture 11 - Web Sockets, Connected Storage, REST APIs</h3>
<h4>Preparation Material - Videos</h4>
<a href="https://www.youtube.com/embed/DdOzd_f38aU" target="_blank ">
<i class="fa fa-video-camera"></i> REST API Prototyping
</a>
<br>
<a href="https://www.youtube.com/embed/_RWHUEstXvI" target="_blank ">
<i class="fa fa-video-camera"></i> REST API Prototyping - Data Generation
</a>
<br>
<h4>Active Learning</h4>
<a href="abel/42_websockets_and_connected_storage/ws_plus_store.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Exercises
</a> <br>
<a href="abel/42_websockets_and_connected_storage/ws_plus_store_solutions.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Exercise Solutions
</a> <br>
</div>
<div class="well ">
<h3>Lecture 12 - Regression and Random Walk</h3>
<h4>Random Walk</h4>
<a href="https://vimeo.com/92754008" target="_blank ">
<i class="fa fa-video-camera"></i> Random Walk
</a><br>
<a href="jrw/M27-RandomWalk/Media/RandomWalk.pdf " target="_blank ">
<i class="fa fa-file-pdf-o "></i> Random Walk (PDF)
</a><br>
<h4>Regression</h4>
<a href="jrw/L14_MachineLearning/slides.html " target="_blank ">
<i class="fa fa-slideshare "></i> Machine Learning - Regression
</a><br>
<a href="https://www.youtube.com/embed/9cGJESK0FgY" target="_blank ">
<i class="fa fa-video-camera"></i> Linear Regression Least Squares
</a><br>
<a href="jrw/L14_MachineLearning/machineLearning.pptx" target="_blank ">
<i class="fa fa-slideshare "></i> Regression Equation
</a><br>
<h4>Active Learning</h4>
<a href="https://drive.google.com/open?id=1YFB0AWU-0KUs01BYfT2avHLLNCsv3cAM" target="_blank ">
<i class="fa fa-file-code-o "></i> In class exercise
</a><br>
</div>
<div class="well ">
<h3>Lecture 13 - K-Nearest Neighbors (kNN)</h3>
<h4>Mini Lecture</h4>
<a href="abel/14_knn_kmeans/slides.html#/" target="_blank ">
<i class="fa fa-slideshare "></i> K-Nearest Neighbors
</a><br>
<h4>Active Learning</h4>
<a href="https://github.com/onexi/distance" target="_blank ">
<i class="fa fa-file-code-o "></i> Exercise: Calculate Distance Between Points
</a> <br>
<a href="https://github.com/onexi/knn" target="_blank ">
<i class="fa fa-file-code-o "></i> Exercise: kNN
</a> <br>
<a href="abel/14_knn_kmeans/code/knn_solution.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Solution
</a><br>
</div>
<div class="well ">
<h3>Lecture 14 - K-Means</h3>
<h4>Mini Lecture</h4>
<a href="abel/15_kmeans/slides.html" target="_blank ">
<i class="fa fa-slideshare "></i> K-Means
</a><br>
<h4>Active Learning</h4>
<a href="https://github.com/onexi/centroid" target="_blank ">
<i class="fa fa-file-code-o "></i> Exercise: Calculate Centroid Between Points
</a> <br>
<a href="https://github.com/onexi/kmeans" target="_blank ">
<i class="fa fa-file-code-o "></i> Exercise: kMeans
</a> <br>
<a href="abel/15_kmeans/code/animation/index.html" target="_blank ">
<i class="fa fa-file-code-o "></i> Animation
</a> <br>
<a href="abel/15_kmeans/code/kMeans_solution.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Solution 1
</a> <br>
<a href="abel/15_kmeans/code/breakdown_solution.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Solution 2
</a> <br>
</div>
<div class="well ">
<h3>Lecture 15 - Naive Bayes Classification</h3>
<h4>Mini Lecture</h4>
<a href="abel/16_naive_bayes/slides.html" target="_blank ">
<i class="fa fa-slideshare "></i> Naive Bayes Classification
</a><br>
<h4>Active Learning</h4>
<a href="https://github.com/onexi/bayes" target="_blank ">
<i class="fa fa-file-code-o "></i> Document Classification
</a> <br>
<a href="abel/16_naive_bayes/code/bayes.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Solution
</a> <br>
<h4>Vision Services API Example</h4>
<a href="https://azure.microsoft.com/try/cognitive-services/" target="_blank ">
<i class="fa fa-link "></i> MS Computer Vision services
</a> <br>
<a href="abel/vision/api.js" target="_blank ">
<i class="fa fa-file-code-o "></i> Sample Code
</a> <br>
<h4>Mini Lecture - Decision Trees and Entropy Metric</h4>
<a href="https://drive.google.com/open?id=1N2aJqEI5A49qo3PIayP8ZeWXoBGzRmzBUfTvuWN8EW8" target="_blank ">
<i class="fa fa-slideshare "></i> Decision Trees and Entropy Metric (Prof Winston Vampire Example)
</a><br>
<a href="https://www.youtube.com/embed/R7GVeehummc&t=18s" target="_blank ">
<i class="fa fa-video-camera"></i> Vampire Classification Example (from Prof. Patrick Winston's course)
</a><br>
</div>
<div class="well ">
<h3>Lecture 16 - Hardware and Communication</h3>
<a href="brucedjones/mqtt/iot.pptx" target="_blank ">
<i class="fa fa-slideshare "></i> Internet of Things
</a><br>
<a href="brucedjones/mqtt/exercises.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Sample Code
</a> <br>
</div>
<div class="well ">
<h3>Lecture 17 - Representational State Transfer</h3>
<h4>Mini Lecture</h4>
<a href="abel/40_rest/REST.pptx" target="_blank ">
<i class="fa fa-slideshare "></i> REST
</a><br>
<h4>Active Learning</h4>
<!--<a href="abel/40_rest/active_learning_student.zip" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> REST, API, Data Store-->
<!--</a> <br> -->
<!--<h4>Active Learning Solution</h4>-->
<!--<a href="abel/40_rest/solution.zip" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Solution-->
<!--</a> <br> -->
</div>
<div class="well ">
<h3>Lecture 18 - Containers</h3>
<h4>Why do we care about containers?</h4>
<a href="https://youtu.be/El_XpG4haz0" target="_blank">
<i class="fa fa-video-camera"></i> Docker Fundamentals
</a>
<h4>Should everyone care about containers?</h4>
<a href="https://youtu.be/eyzznE3xfoA" target="_blank">
<i class="fa fa-video-camera"></i> Fundamental Building Blocks of Modern Systems
</a>
<h4>Docker Commands</h4>
<a href="documents/lecture_06a/useful_commands.html" target="_blank">
<i class="fa fa-file-code-o"></i> Useful docker commands
</a>
<h4>Basics</h4>
<a href="https://www.youtube.com/embed/yeVghIhj6_Y" target="_blank">
<i class="fa fa-video-camera"></i> Docker "Hello World"
</a>
<br>
<a href="https://www.youtube.com/embed/Sd6_xWXJ5Co" target="_blank">
<i class="fa fa-video-camera"></i> Docker Node Mongo
</a>
<br>
<h4>Mini Lecture</h4>
<a href="abel/41_docker/docker.pptx" target="_blank ">
<i class="fa fa-slideshare "></i> Docker
</a><br>
<h4>How To Install Docker on Ubuntu</h4>
<a href="documents/lecture_06a/docker_on_unbuntu.html" target="_blank">
<i class="fa fa-file-text-o"></i> Installation Instructions
</a><br>
<a href="documents/lecture_06a/docker_nodejs.html" target="_blank">
<i class="fa fa-file-text-o"></i> Docker - NodeJS Hello World
</a>
<h4>More Docker Examples</h4>
<a href="documents/lecture_06a/code/docnginx.zip" target="_blank">
<i class="fa fa-file-archive-o"></i> Nginx
</a><br>
<a href="documents/lecture_06a/code/docnode.zip" target="_blank">
<i class="fa fa-file-archive-o"></i> NodeJS
</a><br>
<a href="documents/lecture_06a/code/docnodemongo.zip" target="_blank">
<i class="fa fa-file-archive-o"></i> NodeJS + Mongo
</a><br>
<a href="documents/lecture_06a/code/docpythonmongo.zip" target="_blank">
<i class="fa fa-file-archive-o"></i> Python + Mongo
</a>
<h4>Active Learning</h4>
<!--<a href="https://github.com/onexi/ex-mongo" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Node application plus dockerized mongo database-->
<!--</a> <br> -->
<!--<a href="https://github.com/onexi/ex-mongonode" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Dockerized node application plus mongo database-->
<!--</a> <br>-->
<!--<a href="https://github.com/onexi/ex-mongoflask" target="_blank ">-->
<!--<i class="fa fa-file-code-o "></i> Dockerized flask application plus mongo database-->
<!--</a> <br>-->
</div>
<div class="well ">
<h3>Video Production</h3>
<a href="abel/43_video_production/video_production_low_resolution.pdf" target="_blank ">
<i class="fa fa-slideshare "></i> Video Production basics
</a><br>
<a href="materials/project/video_00.pptx" target="_blank">
<i class="fa fa-pencil-square-o"></i> Template #0
</a>
<br>
<a href="materials/project/video_01.pptx" target="_blank">
<i class="fa fa-pencil-square-o"></i> Template #1
</a>
<br>
<a href="materials/project/video_02.pptx" target="_blank">
<i class="fa fa-pencil-square-o"></i> Template #2
</a>
<br>
<a href="materials/project/video_03.pptx" target="_blank">