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<!DOCTYPE html>
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<title>Lectures - Engineering Computation</title>
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<h1 style='color:#ffffff'>Lectures</h1>
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<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/syllabus2019.pdf">
<i class="fa fa-file-pdf-o"></i> Syllabus
</a>
<br>
<a href="https://docs.google.com/spreadsheets/d/16qMXzQ1HNUDTO-cBGwoyBgMgWqLUylOpWF4XbOF09Bc/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/class/jrsbdmbnvms7o1">
<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>
<a href="https://www.youtube.com/watch?v=ApDpteG2sNs" target="_blank">
<i class="fa fa-video-camera"></i> Get Chrome and VStudio
</a>
<a href="https://drive.google.com/open?id=17CBdCJ0X_p8BvYvlvXqrddq52nNvdqQX">GitHub Setup
<i class="fa fa-file-powerpoint-o"></i> </a>
</div>
<div class="well">
<h3>Lecture 2 - JavaScript Basics</h3>
<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/dmB_KhR3S2c" target="_blank">
<i class="fa fa-video-camera"></i> Debugging Basics
</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>
<h4>Preparation Material - Browser Basics</h4>
<a href="https://vimeo.com/86204202" target="_blank">
<i class="fa fa-video-camera"></i> Browser Processing a Web Page
</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>Web Documents & Shapes - Class Exercises</h4>
<a href="https://www.youtube.com/embed/nTNJWRMo8ZA" target="_blank ">
<i class="fa fa-video-camera "></i> Video Walkthrough: Web Documents & Shapes
</a><br>
<a href="https://github.com/onexi/webdocs" target="_blank ">
<i class="fa fa-github-alt "></i> The code is on Github
</a>
<!-- <h4>Active Learning - Live Editor</h4>
<a href="abel/01_introduction/code/editor.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Live Editor
</a> -->
<!-- <h4>Active Learning - Web Doc</h4>
<a href="https://github.com/dementors/webdoc" target="_blank ">
<i class="fa fa-file-code-o "></i> Web Doc Exercises
</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 ">
<h3>Lecture 4 - JSON Data Files, Boston City Data</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 Data Structures, Arrays, Objects
</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="./jrw/2019/L4/students.js" download>
<i class="fa fa-database "></i> Students List Exercise
</a>
<br>
<a href="./jrw/2019/L4/bostonEmployeeSalaries.js" download>
<i class="fa fa-database "></i> City of Boston Employee Earnings (22,000 records)
</a>
<br>
<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>
<a href="https://www.youtube.com/watch?v=NxVn1awHP1c&feature=youtu.be" target="_blank ">
<i class="fa fa-video-camera "></i> VSCode debugging
</a>
<br>
<h4>Active Learning</h4>
<i>ex-bostoncity</i>
</div>
<div class="well ">
<h3>Lecture 5 - Callbacks, 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 ">
<h3>Lecture 6 - REST, Web Server Routes, FireBase Cloud DataStore, Chat App</h3>
<h4>Preparation Material - Slides,Videos/Exercises</h4>
<a href="jrw/2019/L6/FireBase2.pptx" target="_blank ">
<i class="fa fa-slideshare "></i> L6 Slides, Node Package Manager (NPM), Building a Web Server (Express), Communicating to FireBase Cloud DataStore
</a><br>
<a href="https://youtu.be/pXFMQAl6XBM">
<i class="fa fa-video-camera"></i> FireBase Setup Video
</a>
<br>
<a href="https://github.com/johntango/demoexpress"> Express Web Server Exercise, NPM Init, package.json, Hitting Routes, Testing with Curl
<i class="fa fa-file-code-o"></i> </a> )
<br>
<a href="https://github.com/johntango/chatFirebase"> Exercise Chat App - DataStore Basics, Events and Triggers etc
<i class="fa fa-file-code-o"></i> </a> )
<br>
</div>
<div class="well ">
<h3>Lecture 7 - 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/exercises.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 8 - Linear Regression - Climate Data and Google Charts</h3><br>
<h4>Linear Regression</h4>
<a href="https://www.youtube.com/watch?v=RD8iJN5Pyaw" target="_blank ">
<i class="fa fa-video-camera"></i> Linear Regression Equation- Linear Algebra Approach
</a><br>
<a href="jrw/L14_MachineLearning/slides.html " target="_blank ">
<i class="fa fa-slideshare "></i> Machine Learning - Regression
</a><br>
<a href="jrw/L14_MachineLearning/machineLearning.pptx" target="_blank ">
<i class="fa fa-slideshare "></i> Regression Equation
</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</h4>
<a href="https://github.com/johntango/regression" target="_blank ">
<i class="fa fa-file-code-o "></i> In class exercise- regression
</a>
<br>
<a href="https://github.com/johntango/climate" target="_blank ">
<i class="fa fa-file-code-o "></i> In class exercise- NASA Climate Data
</a><br>
</div>
<div class="well ">
<h3>Lecture 9 - Data Stores</h3>
<h4>Lecture</h4>
<a href="abel/19_data_stores/datastores.pdf" target="_blank ">
<i class="fa fa-slideshare "></i> Slides
</a><br>
<h4>Active Learning</h4>
<a href="abel/19_data_stores/code/students.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Exercises
</a><br>
<h4>Data Stores</h4>
<!-- in memory -->
<a href="https://www.youtube.com/embed/bfzQPdZsuwc">
<i class="fa fa-video-camera"></i> Guestbook - In memory storage
</a>
(
<a href="abel/19_data_stores/code/01_guestbook_solution.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
<!-- faker -->
<a href="https://www.youtube.com/embed/FeLWS48iS34">
<i class="fa fa-video-camera"></i> Faker - In memory storage
</a>
(
<a href="abel/19_data_stores/code/02_guestbook_solution.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
<!-- little DB -->
<a href="https://www.youtube.com/embed/c13Zz67Iau0">
<i class="fa fa-video-camera"></i> Little DB
</a>
(
<a href="abel/19_data_stores/code/03_littledb_solution.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
<!-- local storage -->
<a href="https://www.youtube.com/embed/WzCrgRro_qQ">
<i class="fa fa-video-camera"></i> Browser Local Storage
</a>
(
<a href="abel/19_data_stores/code/05_localStorage_solution.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
<!-- IndexedDB -->
<a href="https://www.youtube.com/embed/Q1bdS8b4-Ls">
<i class="fa fa-video-camera"></i> Browser IndexedDB
</a>
(
<a href="abel/19_data_stores/code/06_indexedDB.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
<!-- mongoDB -->
<a href="https://www.youtube.com/embed/3RfduG5vp3g">
<i class="fa fa-video-camera"></i> Cloud Storage - MongoDB
</a>
(
<a href="abel/19_data_stores/code/07_mongodb_solution.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
<!-- sqlite -->
<a href="https://www.youtube.com/embed/E031_EfSXHs">
<i class="fa fa-video-camera"></i> SQLite
</a>
(
<a href="abel/19_data_stores/code/08_sqlite.zip"> Exercise
<i class="fa fa-file-code-o"></i> </a> )
<br>
</div>
<div class="well ">
<h3>Lecture 10 - 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 11 - Naive Bayes Classification</h3>
<h4>Testing Frameworks</h4>
<a href="https://jestjs.io/en/" target="_blank ">
<i class="fa fa-link "></i> Jest</a>,
<a href="https://jestjs.io/docs/en/cli" target="_blank ">
Jest CLI
</a><br>
<a href="https://mochajs.org/" target="_blank ">
<i class="fa fa-link "></i> Mocha</a>,
<a href="https://www.chaijs.com/" target="_blank ">
Chai
</a><br>
<h4>Reference</h4>
<a href="https://www.youtube.com/embed/_DsO4ZSYpHU">
<i class="fa fa-video-camera"></i> Bayes Rule
</a><br>
<a href="https://www.youtube.com/embed/R13BD8qKeTg">
<i class="fa fa-video-camera"></i> Bayes: Improving understanding with data
</a><br>
<h4>Mini Lecture</h4>
<a href="abel/16_naive_bayes/slides_2019.html" target="_blank ">
<i class="fa fa-slideshare "></i> Naive Bayes Classification
</a><br>
<h4>Active Learning</h4>
<a href="abel/16_naive_bayes/code/students.zip" target="_blank ">
<i class="fa fa-file-code-o "></i> Exercises
</a><br>
</div>
<div class="well ">
<h3>Lecture 12 - 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 13 - Three Tiers: Client, Server, & Storage</h3>
<h4>Mini Lecture</h4>
<a href="https://docs.google.com/presentation/d/16pKYQe_7Twh6zljpEIJdajSAkd0TG2hRwrvJGte-W2A/edit?usp=sharing" target="_blank ">
<i class="fa fa-slideshare "></i> Bad Bank
</a><br>
<h4>Exercise</h4>
<a href="https://github.com/1125f16/littledb" target="_blank">
<i class="fa fa-github" aria-hidden="true"></i> Starter Code
</a><br>
<h4>Exercise Solution</h4>
<a href="https://www.youtube.com/embed/TL9GyGWqjp4" target="_blank">
<i class="fa fa-video-camera"></i> Three Tiers - Little HTTP Server
</a><br>
<a href="https://www.youtube.com/embed/yM8nFgkeD-c" target="_blank">
<i class="fa fa-video-camera"></i> Three Tiers - Data Store
</a><br>
<a href="https://www.youtube.com/embed/E9VJ2de654M" target="_blank">
<i class="fa fa-video-camera"></i> Three Tiers - HTTP Server + Data Store
</a><br>
<a href="https://www.youtube.com/embed/vcXdW4V8GNs" target="_blank">
<i class="fa fa-video-camera"></i> Three Tiers - HTTP Server + Data Store + HTML Client
</a><br>
<a href="https://www.youtube.com/embed/oL18uyK5ycg" target="_blank">
<i class="fa fa-video-camera"></i> Dynamic User Interface
</a>
<h4>Debugging</h4>
<a href="https://youtu.be/Q_c8gtc_kTY" target="_blank">
<i class="fa fa-video-camera"></i> Debugging 3 Tiers
</a>
</div>
<div class="well ">
<h3>Lecture 14 - Containers</h3>
<h4>Mini Lecture</h4>
<a href="abel/41_docker/docker.pdf" target="_blank ">
<i class="fa fa-slideshare "></i> Containers
</a><br>
<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="abel/41_docker/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>More Docker Examples</h4>
<a href="abel/41_docker/code/docnginx.zip" target="_blank">
<i class="fa fa-file-archive-o"></i> Nginx
</a><br>
<a href="abel/41_docker/code/docnode.zip" target="_blank">
<i class="fa fa-file-archive-o"></i> NodeJS
</a><br>
<a href="abel/41_docker/code/docnodemongo.zip" target="_blank">
<i class="fa fa-file-archive-o"></i> NodeJS + Mongo
</a><br>
<a href="abel/41_docker/code/docpythonmongo.zip" target="_blank">
<i class="fa fa-file-archive-o"></i> Python + Mongo
</a>
<h4>Push/Pull</h4>
<a href="abel/41_docker/code/cabinfever.zip">
<i class="fa fa-file-code-o"></i> Sample Code For Image
</a><br>
<a href="abel/41_docker/create_publish_image.html">
<i class="fa fa-file-code-o"></i> Publish Commands - Cheat Sheet
</a><br>
<a href="https://www.youtube.com/watch?v=jb9TBKyQajE" target="_blank">
<i class="fa fa-video-camera"></i> Create and Publish a Docker Image
</a>
<h4>Databases</h4>
<a href="abel/41_docker/code/littledb.zip">
<i class="fa fa-file-archive-o"></i> Little DB
</a>
(<a href="abel/41_docker/code/littledb_solution.zip">solution</a>)
<br>
<a href="abel/41_docker/code/littleapi.zip">
<i class="fa fa-file-archive-o"></i> Little API
</a>
(<a href="abel/41_docker/code/littleapi_solution.zip">solution</a>)
<br>
<a href="abel/41_docker/code/mongoclient.zip">
<i class="fa fa-file-archive-o"></i> MongoDB
</a>
(<a href="abel/41_docker/code/mongoclient_solution.zip">solution</a>)
<br>
<a href="abel/41_docker/code/mysqlclient.zip">
<i class="fa fa-file-archive-o"></i> MySQL
</a>
(<a href="abel/41_docker/code/mysqlclient_solution.zip">solution</a>)
<br>
<a href="abel/41_docker/code/postgresclient.zip">
<i class="fa fa-file-archive-o"></i> PostgreSQL
</a>
(<a href="abel/41_docker/code/postgresclient_solution.zip">solution</a>)
<br>
<a href="abel/41_docker/code/redisclient.zip">
<i class="fa fa-file-archive-o"></i> Redis
</a>
(<a href="abel/41_docker/code/redisclient_solution.zip">solution</a>)
<h4>How To Install Docker on Ubuntu</h4>
<a href="abel/41_docker/docker_on_unbuntu.html" target="_blank">
<i class="fa fa-file-text-o"></i> Installation Instructions
</a><br>
<a href="abel/41_docker/docker_nodejs.html" target="_blank">
<i class="fa fa-file-text-o"></i> Docker - NodeJS Hello World
</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>-->
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