Python for Data Science and Machine Learning Video Course DVD

Course content

149 Lessons
Overall Duration : 22:29:34

Course Introduction
3 Lessons
Duration : 07:15

Environment Set-Up
1 Lesson
Duration : 11:14

Jupyter Overview
3 Lessons
Duration : 23:48

Python Crash Course
8 Lessons
Duration : 01:24:13

Python for Data Analysis - NumPy
8 Lessons
Duration : 01:03:43

Python for Data Analysis - Pandas
11 Lessons
Duration : 01:42:36

Python for Data Analysis - Pandas Exercises
5 Lessons
Duration : 35:06

Python for Data Visualization - Matplotlib
7 Lessons
Duration : 01:00:08

Python for Data Visualization - Seaborn
9 Lessons
Duration : 01:21:54

Python for Data Visualization - Pandas Built-in Data Visualization
3 Lessons
Duration : 23:44

Python for Data Visualization - Plotly and Cufflinks
2 Lessons
Duration : 22:00

Python for Data Visualization - Geographical Plotting
5 Lessons
Duration : 40:29

Data Capstone Project
9 Lessons
Duration : 01:18:35

Introduction to Machine Learning
4 Lessons
Duration : 21:04

Linear Regression
6 Lessons
Duration : 51:35

Cross Validation and Bias-Variance Trade-Off
1 lecture
Duration : 06:25

Logistic Regression
6 Lessons
Duration : 01:07:29

K Nearest Neighbors
4 Lessons
Duration : 40:42

Decision Trees and Random Forests
5 Lessons
Duration : 44:58

Support Vector Machines
4 Lessons
Duration : 34:58

K Means Clustering
4 Lessons
Duration : 37:21

Principal Component Analysis
2 Lessons
Duration : 20:24

Recommender Systems
3 Lessons
Duration : 31:10

Natural Language Processing
6 Lessons
Duration : 01:18:54

Big Data and Spark with Python
12 Lessons
Duration : 01:42:07

Neural Nets and Deep Learning
10 Lessons
Duration : 01:23:38

APPENDIX: OLD TENSORFLOW VIDEOS (Version 0.8)
7 Lessons
01:33:33

Master Practical Java 9 Development Video Training Course DVD

Duration 16 Hours
Subtitle : yes

Introduction 
Development Environment Setup - Java 8 and Java 9 
Getting Started 
The Very Basics of Java 
Understanding Methods of 
Orientation 
Putting it Together with Strings, Nested Loops and Debugging 
PRACTICAL PROJECT: Car Dealership 
Building and Deploying Java Programs with JAR Files 
File Processing and Exception Handling 
The Collections Framework 
PRACTICAL PROJECT: Data Marketplace 
Java Generics 
PRACTICAL PROJECT: Data Analytics Processor 
Concurrency in Java 
JDBC (Java Database Connectivity) 
Java 9 Features and the JShell (Coming Soon)

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Selenium WebDriver With Python Video Training Course DVD

Duration : 26 hours
201 Video Lessons
Transcript/ Subtitle : Yes


Introduction
Setup And Configuration
Understanding Variables And Data Type
Advanced Data Types
Comparison And Boolean Operators
Program Control Flow
Functions/Methods - Working With Reusable Code
Classes - Object Oriented Programming
Exception Handling
Modules
Working With Files
How To Inspect Elements Different Browsers - Add-Ons
Selenium WebDriver -> Setup And Installation
Selenium WebDriver -> Running Tests On Various Browsers
Selenium WebDriver -> Finding Elements
CSS Selectors - Advanced Locators
Xpath - Advanced Locators
Selenium WebDriver -> Working With Web Elements
Selenium WebDriver -> Useful Methods And Properties
Selenium WebDriver -> Wait Types
Selenium WebDriver -> Advanced
Selenium WebDriver -> Switch Window And IFrames
Selenium WebDriver -> Working With Actions Class
Logging Infrastructure
Unittest Infrastructure
Pytest -> Advanced Testing Framework
Automation Framework - Part 1
Automation Framework - Part 2
Automation Framework - Part 3
Automation Framework -> Practice Exercise
Data Driven Testing
Running Complete Test Suite
Conclusion

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Learn Modern JavaScript From The Beginning to Advance Level Video Training DVD

Duration: 21 Hours
119 Video Lessons

1. Welcome To The Course
2. Project Files & Questions
3. Visual Studio Code Setup
4. Section Intro & File Setup
5. Using The Console
6. Variables - var, let & const
7. Data Types in JavaScript
8. Type Conversion
9. Numbers & The Math Object
10. String Methods & Concatenation
11. Template Literals
12. Arrays & Array Methods
13. Object Literals
14. Dates & Times
15. If Statements & Comparison Operators
16. Switches
17. Function Declarations & Expressions
18. General Loops
19. A Look At The Window Object
20. Block Scope With let & const
21. What Is The DOM
22. Examining The Document Object
23. DOM Selectors For Single Elements
24. DOM Selectors For Multiple Elements
25. Traversing The DOM
26. Creating Elements
27. Removing & Replacing Elements
28. Event Listeners & The Event Object
29. Mouse Events
30. Keyboard & Input Events
31. Event Bubbling & Delegation
32. Local & Session Storage
33. Task List [Part 1] - UI & Add Task Items
34. Task List [Part 2] - Delete & Filter Tasks
35. Task List [Part 3] - Persist To Local Storage
36. Loan Calculator [Part 1] - Build The UI
37 Loan Calculator [Part 2] Calculate & Error
38. Loan Calculator [Part 3] - Loader & User Experience
39. Number Guesser [Part 1] - Build The UI
40. Number Guesser [Part 2] - Validation & Winning Case
41. Number Guesser [Part 3] - Lose Case & Game Over
42. Number Guesser [Part 4] - Play Again
43. Constructors & the 'this' Keyword
44. Built In Constructors
45. Prototypes Explained
46. Prototypal Inheritance
47. Using Object.create
48. ES6 Classes
49. Sub Classes
50. Build The Book List UI
51. Add Book To List
52. Validation & Alert
53. Delete Book From List
54. Convert to ES6 Classes
55. Bonus - Add Local Storage
56. What Is Asynchronous Programming
57. Ajax & XHR Introduction
58. XHR Object Methods & Working With Text
59. Working With Ajax & JSON
60. Data From an External API - Chuck Norris Project
61. REST APIs & HTTP Requests
62. Callback Functions
63. Custom HTTP Library (Ajax With Callbacks) - Part 1
64. Custom HTTP Library (Ajax With Callbacks) - Part 2
65. ES6 Promises
66. The Fetch API
67. Arrow Functions
68. Custom HTTP Library (Fetch With Promises) - Part 3
69. Async & Await
70. Custom HTTP Library (Fetch With Async Await) - Part 4
71. Github Finder [Part 1] - Intro & UI
72. Github Finder [Part 2] - Fetching Prole
73. Github Finder [Part 3] - Display The Prole
74. Github Finder [Part 4] - Show Alert Message
75. Github Finder [Part 5] - Fetch & Display Repos
76. WeatherJS [Part 1] - Intro & UI
77. WeatherJS [Part 2] - Fetch Weather From API
78. WeatherJS [Part 3] - Display The Weather
79. WeatherJS [Part 4] - Save Location To Local Storage
80. Error Handling with Try.Catch
81. Regular Expressions [Part 1] - Evaluation Functions
82. Regular Expressions [Part 2] - Metacharacter Symbols
83. Regular Expressions [Part 3] - Character Sets & Quantiers
84. Regular Expressions [Part 4] - Shorthand Character Classes
85. Regular Expressions - Form Validation Project
86. Iterators & Generators
87. Profile Scroller - Iterator Mini Project
88. Symbols
89. Destructuring
90. ES6 Maps
91. ES6 Sets
92. What Are Patterns
93. Module & Revealing Module Pattern
94. Singleton Pattern
95. Factory Pattern
96. Observer Pattern
97. Mediator Pattern
98. State Pattern - Small Project
99. Project Introduction
100. Creating The UI With Materialize CSS
101. Controllers & Data Structure
102. Get & Populate Items
103. Add Item To Data Structure
104. Add Item To The UI
105. Add Total Calories
106. Working With The Edit State
107. Updating Items & Total Calories
108. Delete & Clear Items
109. Add & Get From Local Storage
110. Delete & Clear From Local Storage
111. Babel & Webpack Environment Setup
112. Intro To ES2015 Modules
113. Create The UI
114 Create a fake REST API Using JSON Server
115. Get & Display Posts
116. Add Posts & Show Alert
117. Post Edit State & Update [1]
118. Post Edit State & Update [2]
119. Wrap Up & Where To Go From Here

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Android O & Java - Mobile App Development Video Training DVD

Duration : 20.5 hours
36 Topics

01 Set up for Android Development
02 Build the _I am Rich_ App to learn about project structure and XML [Tutorial]
03 Coding Challenge #1 - Using the Layout Editor in Android Studio and Github
04 Build a Dice App to Learn Java & XML Fundamentals [Tutorial]
05 Coding Challenge #2 - Data Types_ Variables and Arrays
06 Java Programming for Beginners
07 Build a Music App [Tutorial]
08 Build a Quiz App and Learn about the MVC Design Pattern [Tutorial]
09 Coding Challenge #3 - Control Flow - Build a Story App Like Lifeline
10 Working with the Constraint Layout & Creating Multiple Layouts
11 Java Programming for Intermediates
12 Build a Weather App - Use GPS and APIs to Get Data from the Web [Tutorial]
13 Coding Challenge #4 - REST & APIs - Build a Bitcoin Price Tracker
14 Build a WhatsApp Clone and learn to use Cloud Data Storage [Tutorial]
15 App Design Course Introduction
16 Colour Theory
17 Typography
18 The Fundamentals of User Interface (UI) Design for Mobile
19 The Fundamentals of User Experience (UX) Design for Mobile
20 Designing for iOS vs_ Android - What are the Important Differences_
21 Putting it All Together - A Step-By-Step Guide to the Mobile Design Workflow
22 Resources
23 The Complete App Marketing Course
24 Idea Validation - Save Yourself Time and Money
25 App Monetisation Methods - How to Make Money From Your App
26 How to Optimise Your App Store Listing
27 Growth Hacking Techniques for App Downloads
28 How to Get Press Coverage for Your App
29 How to Get Your App Featured on the App Store
30 App Store Optimisation - How to Rank Higher on the App Store Search Algorithm
31 The Right Way of Using Paid Advertising to Drive App Downloads
32 App Store Reviews and Ratings
33 How to Use App Analytics to Increase User Retention
34 White Hat vs_ Black Hat Methods of Getting More App Downloads and Revenue
35 Bonus_ How to Build Your App Showcase Website
36 Your Turn

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Learn Android O Developer (Java) Video Training Course on 2 DVDs

Duration : 39 Hours
160 Video Lessons

Introduction
Installing the Required Software
Java Essential Training- Java For Android (Free)
Starting to Write Code
Android Basics
Application Resources
The User Interface Part 1 - Layouts
The User Interface Part 2 - Adapter Views, Image and Search View
The User Interface Part 3 - Widgets, Common Screen Controls
Activity Communication
Debugging (When you encounter errors in your program)
Permissions
Storing data and Saving state
Databases using sqlite
Content Providers
Services
Broadcast Receivers
Notifications
Networking and Threads
Google Play Services
Location and Maps
Firebase
Fragments
Conclusion

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Mobile App Design With Sketch 3 Video Training Tutorial DVD

Duration : 5 hours

Intro to Course
Project Resource Files 
Basics of Sketch
Sketch UI Overview 
Designing Your First App in Sketch 
Basics of Layers in Sketch 
Understanding Shapes in Sketch 
Masking & Proportional Scaling in Sketch 
Styling in Sketch Part 1 
Styling in Sketch Part 2 
Working With Images in Sketch 
Typography & Text in Sketch 
Symbols in Sketch 
Designing an Instagram Profile Page in Sketch 
How to Export Graphics in Sketch 
Section 1 Resource Files 
Exercise - Creating a Post 
Advancing Your Skills & Designing A Chat App
Intro to App 
Creating the Signup & Login Screen in Sketch
Creating the Inbox in Sketch 
New Messages UI in Sketch 
Creating the Chat UI in Sketch 
Creating the Settings Screen in Sketch 
Exercise - Adding UI Screens to the Chat App
Designing an App With Requirements - Globetrotter
Intro to App 
Creating the Login Screen in Sketch 
Creating the Email Signup UI in Sketch 
Designing the Home Screen 
Creating the Post Screen in Sketch 
Exercise - Designing More Screens for Globetrotter in Sketch 

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Linux Shell Scripting Training for Beginners Video Training Course DVD

Total Duration  6.5 Hours
115 Video Lessons

Section 1: Introduction to the Shell 
Introduction 
Starting with Terminal 
Basic Directories Commands 
File Listing in Shell 
File Permissions 
Changing File Permissions 
Section 2: Directories, Wilcards and More 
Making and Removing Directories 
Usage of Wildcards 
File Operations 
Removing Non Empty Directories
Redirection and Piping 
Section 3: Exploring Shell Environment 
Writing and Running a Hello World Script 
Removing the ./ Resolution 
Running Scripts in the Current Open Shell 
Intro to Variables 
Saving Shell State in .bashrc 
Section 4: Shell Commands 
Exit Status of Shell Commands 
Tests and the if Statement 
Command Line Arguments
Guessing Game 
Loops 
The Case Statement 
Section 5: Regex with Grep and Sed 
Intro to Regex 
Learn Switches: -i, -v , -c 
More on Switches: -l, -L, -n, -h 
Other Command Line Switches 
Piping Other Commands To Grep 
Meta Characters In Regular Expressions 
Example Of Validating E-mail Addresses
Example Of Validating US Phone Numbers 
Section 6: Intro to Sed 
Sed Introduction 
Suppressing Output With -n, And Back Expressions 
Address Notation 
Printing Line Numbers With The Command 
Other Commands And Scripting Sed 

Red Hat Enterprise Linux Shell Scripting Fundamentals
Duration 2.5 Hours
Shell scripting for linux beginners. Get started with Linux
Duration 4 Hours

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This DVDs are only suitable for a PC/laptop/Mac; it WILL NOT play on a TV 

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The Complete iOS 10 Developer Course - Beginner To Advanced Video Training DVD

Duration : 22:08 Hours
Video Lessons 232
Project Files : Yes

01 Introduction  
01 Would_You_Like_To_Become_A_Professional_iOS_10_App_Developer
02 Introduction Welcome_To_The_Complete_IOS_10_Developer_Course
02 Beginning_of_a_New_Era - 
03 Introduction_to_Coding- 
04 - Setup_your_Mac_for_Programming
05 - XCode_Layout
06 - Your_Very_First_Application
07 - Connecting_Objects_with_Code
08 - Writing_Your_First_Lines
09 - Download_Your_Very_First_App.txt 
10-Closure_of_First_Section
03 - Basics_of_Swift 
11 - Introduction_to_Basics
12 - Variables_and_Constants
13 - Variable_Kinds
14 - Predefining_Variables
15 - Arrays_and_Dictionaries
16 - Loops
17-If_Statements
18 - Functions
19 - Classes
20 - Optionals
21 - Download_Playground_Files.txt 
22 - A_Basic_Calculator
23 - A_Safer_Calculator
24 - Download_Simple_Calculator.txt 
04- Sources_For_Problems 
25 - Introduction_to_Sources
26 - Where_to_Look_for_Solutions
27 - More_Resources_to_Look_For
05 - Layout
28 - Introduction_to_Layout
29 - What_is_Layout
30 - Constraints_and_Priorities
31 - Suggested_Constraints
32 - Download_Project_Layout.txt 
33-Adding_Objects_with_Code
34 Adding_Button_with_Code- 
35 Download_Creating_Objects_with_Code.txt - 
06 Essentials - 
36 Introduction_to_Essentials
37 Storing_Data- 
38 - Removing_Stored_Data
39 - Download_Birthday_Note_Taker_App.txt 
40 - Working_with_Multiple_Screens41 - Creating_Your_First_Segue
42 - Exchanging_Data_Between_Screens.mp4
43 - Download_Segues_App.txt 
44 - Creating_Alerts
45 - Alert_View_Example
46 - Download_Alert_View_Sign_Up_App.txt 
47 - Working_with_Images48-Download_Change_the_Pic_App.txt 
49 - Gesture_Recognizers
50 - Download_Gesture_Recognizer_App.txt 
51 - Timers
52 - Download_Timers_App.txt 
07- Creating_a_Game - Catch_the_Kenny 
53 Introduction_to_Catch_the_Kenny- 
54 Catch_the_Kenny_Intro- 
55 Increasing_Score- 
56 Adding_Timer- 
57 Replay_Action- 
58 - Saving_High_Scores .mp4
59 - Download_Catch_the_Kenny_Game.txt 
08 - Git - Version_Control 
60 - Introduction_to_Version_Control
61 - What_is_Git
62 - GitHub
09 - Table_Views-Create_a_Landmark_Book 
63 Introduction_to_Landmark_Book- 
64 Table_Views_Introduction- 
65 Table_View_Setup- 
66 Display_Array_Information- 
67 Deleting_Data- 
68 - Image_View_Controller
69 - Finalizing_the_Application
70 - Download_Landmark_Book_App.txt 
10 - Table_Views_with_Classes - Create_a_Simpsons_Book 
71 - Introduction_to_Simpsons_Book.mp4
72 - Creating_UI
73 - Bring_In_Characters
74 - Simpson_Class
75 - TableView_Setup
76 - Display_the_Details
77-Download_Simpsons_Book_App.txt 
11 Core_Data - - Build_an_Artbook 
78 Introduction_to_Artbook- 
79 Core_Data_Intro- 
80 Design_Art_Book- 
81 Setting_Up_Tableview- 
82 - Choosing_An_Image_from_Library
83 - Saving_All_Information
84 - Retrieving_All_Information
85 - Tranmistting_Info
86 - Using_Predicates
87 - Optimizing_the_App .mp4
88 - Download_Artbook_App.txt 
12 - Map_Kit - Build_a_Trip_Book 
100 - Customizing_the_Annotation
101 - Adding_Navigation
102 - Download_Trip_Book_App.txt 
89-Introduction_to_Trip_Book
90 - Map_Kit
91 - Finding_User_s_Location
92 - Importing_Core_Location
93 - Choosing_Location
94 - Adding_Title_and_Subtitle
95 - Saving_the_Location
96 - Tableview_Setup
97 - Fetching_Data
98 - Transmitting_Data
99 - Display_Favorite_Location
13 - Extra_Features
103 - Introduction_to_Extra_Features
104 - Touch_ID
105 - Download_Touch_ID_App.txt 
106 - iMessage_Stickers
107 - Download_iMessage_Stickers_App.txt 
108-iMessage_Apps
109 - Customized_Keyboards
110 - myHeart_Keyboard
111 - Download_myHeart_Keyboard_App.txt 
14 - APIs - Build_an_IMDB_App 
112 - Introduction_to_IMDB_App
113 - What_is_API
114 - URL_Task
115 - Processing_Data
116 - Download_IMDB_API_App.txt 
15 - Firebase - Instagram_Clone 
117 - Introduction_to_Instagram_Clone. mp4
118 - Backend_Development
119 - Cocoapods
120- Create_UI
121 - Integrate_Firebase
122 - Sign_Users_Up
123-Sign_Users_In
124 - Remember_Login
125 - Log_Users_Out
126 - Creating_Upload_VC
127 - Uploading_a_Picture128 - First_Post
129 - Table_View_Setup
130 - Feed_VC_Cells
131 - Receive_Information
132 - Display_it_to_the_User
133 - Display_the_Images
134-Download_Firebase - Instagram_Clone_App.txt 
16 - Parse - Instagram_Clone
135 - Introduction_to_Parse
136 - Introduction
137 - Parse_Installation
138 - Create_UI
139 - Parse_Configuration
140-AWS_Signup
141 - Connecting_to_Parse_Server
142 - First_Parse_Object
143 - Retrieve_Information_from_Parse
144 - Sign_Users_Up
145 - Sign_Users_In
146 - Remember_Log_in_Function
147 - Logout_Function
148 - Table_View_Setup
149 - Feed_Cell_Design
150 - Feed_Cell_Objects
151-Creating_Upload_VC
152 - Choosing_An_Image.mp4
153 - Hide_the_Keyboard
154 - Upload_the_Post
155 - Getting_the_Feed
156 - Notification_Center
157 - Likes_and_Comments
158-Download_Parse_Instagram_Clone_App.txt 
17 Push_Notifications - 
159 Introduction_to_Push_Notifications- 
160 Enabling_Push_Notifications- 
161 Setting_Up_One_Signal- 
162 One_Signal_Installation- 
163 - Testing_with_Actual_Devices
164 - First_Manual_Push_Notification
165 - Automated_Push_Notifications
166 - Sending_Player_IDs
167 - Likes_and_Comments.mp4
168 - Incrementing_App_Badge_Number
169 - Download_Parse_Instagram_Clone_with_Push.txt 
18 - Design_101 
170 - Introduction_to_Design
172 - Sketch_App_Layout. mp4 
173 - Shapes
174 - Vectors
175 - Operations
176 - Operations_Continued
177 - Colors
19-Design_Exercise - 9Gag_Clone 
178 - Introduction_to_9Gag_Design
179 - Introduction
180 - Creating_Layout
181 - Home_Icon
182 - Explore_Icon
183 - Videos_Icon.mp4
184 - News_Icon
185 - Profile_Icon
186 - Like_Buttons
187 - Comment_Button
188 - Creating_XCode_Structure
189-Creating_Feed
190 Embedding_tabBar_Icons- 
191 Adjusting_Size- 
192 Download_9Gag_Design_Clone.txt - 
20 Designing_Logos - 
193 Introduction_to_Logo_Design- 
194 - Sketch_Templates
195 - Creating_Sun
196 - Using_Shared_Styles
197 - Exporting_Logos
198 - Embedding_in_XCode
199 - Download_Weather_Logo_App.txt 
21 - Foursquare_Clone
200 - Introduction_to_Foursquare_Clone
201- Pod_Installation
202 - AWS_Setup
203 - Parse_Config
204 - Connecting_to_Server
205-First_Object_in_Server
206 - Sign_Users_Up
207 - Sign_Users_In
208 - Remember_Login
209 - Logout_Function
210 - Create_UI_Structure
211 - Design_the_Structure
212 - Attributes_VC
213 - Setting_Up_Maps
214 - Showing_Location
215 - Adding_Annotations
216-Global_Variables
217 - Save_it_to_Parse.mp4
218 - Places_VC
219 - Clearing_UI_Issues
220 - Details_VC
221 - Getting_Details_Data
222 - Show_Map_Details
223-Customizing_Annotations
224 Adding_Navigation- 
225 Closure- 
226 Download_Foursquare_Clone.txt - 
22 Are_You_Done_Yet - 
227 Introduction_to_App_Store_Submission- 
228 - Before_Uploading
229 - Apple_Developer_Account
230 - iTunes_Connect
231 - Upload_Your_App
23 - Course_Summary_and_Conclusion - What_Have_We_Learned_In_Our_IOS_10_Course
232 - Course_Summary_and_Conclusion - What_Have_We_Learned_In_The_Complete_IOS_10_Course

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This DVDs are only suitable for a PC/laptop/Mac; it WILL NOT play on a TV 

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