1. Prerequisites
2. The Perceptron
3. The SVM Optimization Problem
4. Solving the Optimization Problem
5. Soft Margin SVM
6. Kernels
7. The SMO Algorithm
8. Multi-Class SVMs
9. Conclusion
10. Appendix A: Datasets
11. Appendix B: The SMO Algorithm

• The JavaScript Handbook (171 pages) fall 2018
• JavaScript from ES5 to ESNext (84 pages) early 2019
• The React Handbook (220 pages) early 2019
• The Node.js Handbook (189 pages) fall 2018
• The Express.js Handbook (61 pages) fall 2018
• The Vue.js Handbook (122 pages) summer 2018
• The CSS Handbook (173 pages) spring 2019
• The HTML Handbook (87 pages) summer 2019
• The Svelte Handbook (41 pages) fall 2019 

According to Evans Data Corporation, there are approximately 19 million developers in the world. 36% of StackOverflow users polled confirmed that they had worked with SQL recently. Combining these two statistics together, there are an estimated 7 million developers working with SQL today. 

var routes = RouteTable.Routes;
using (routes.GetWriteLock())
{
    // routes.Clear();
    // routes.IgnoreRoute(...);
    // routes.MapRoute(...);
    // routes.Insert(0, newRoute) --> new routes are being added to the end of the route table

    //get last route (default).  ** by convention, it is the standard route.
    var defaultRoute = routes.Last();
    routes.Remove(defaultRoute);
    
    //add some new route for a cms page
    routes.MapRoute(yadayada);

    //add back default route
    routes.Add(defaultRoute);
}

The Firebug extension isn't being developed or maintained any longer. We invite you to use the Firefox built-in DevTools instead. 

Ever wondered how JWT came to be and what problems it was designed to tackle? Are you curious about the plethora of algorithms available for signing and encrypting JWTs? Or are you interested in getting up-to-speed with JWTs as soon as possible? Then this handbook is for you. 

system design tutorials
7 videos
This series of videos covers of the the most important concepts related to system design, with a focus on practical system design knowledge for interviews. These system design videos cover topics like vertical vs horizontal scaling, load balancers, database design and scaling, caching, back of the envelope math for estimating capacity requirements for a system, an introduction to distributed systems, and some system design interview style questions walking through a full design implementation

 

CREATE SEARCH PROPERTY LIST WordSearchPropertyList;
GO

ALTER SEARCH PROPERTY LIST WordSearchPropertyList
   ADD 'Authors'
   WITH (PROPERTY_SET_GUID = 'F29F85E0-4FF9-1068-AB91-08002B27B3D9',
             PROPERTY_INT_ID = 4,
             PROPERTY_DESCRIPTION = 'System.Authors - authors of a given item.');
GO

 -- Check the Stopwords list
SELECT w.stoplist_id,
   l.name,
   w.stopword,
   w.language
FROM sys.fulltext_stopwords AS w
   INNER JOIN sys.fulltext_stoplists AS l
     ON w.stoplist_id = l.stoplist_id;

 -- Stopwords list
CREATE FULLTEXT STOPLIST SQLStopList;
GO

-- Add a stopword
ALTER FULLTEXT STOPLIST SQLStopList
 ADD 'SQL' LANGUAGE 'English';
GO

 create fulltext catalog catalog_name
on filegroup filegroup_name
in path  'rootpath'
with some_options
as default
authoriztion owner_name
accent_sensivity = {on|off}

 -- Full-text catalog
CREATE FULLTEXT CATALOG DocumentsFtCatalog;
GO

-- Full-text index
CREATE FULLTEXT INDEX ON dbo.Documents
(
  docexcerpt Language 1033,
  doccontent TYPE COLUMN doctype
  Language 1033
  STATISTICAL_SEMANTICS
)
KEY INDEX PK_Documents
ON DocumentsFtCatalog
WITH STOPLIST = SQLStopList,
  SEARCH PROPERTY LIST = WordSearchPropertyList,
  CHANGE_TRACKING AUTO;
GO

 CREATE TABLE dbo.Documents
(
  id INT IDENTITY(1,1) NOT NULL,
  title NVARCHAR(100) NOT NULL,
  doctype NCHAR(4) NOT NULL,
  docexcerpt NVARCHAR(1000) NOT NULL,
  doccontent VARBINARY(MAX) NOT NULL,
  CONSTRAINT PK_Documents
PRIMARY KEY CLUSTERED(id)
);

-- Insert data
-- First row
INSERT INTO dbo.Documents
(title, doctype, docexcerpt, doccontent)
SELECT N'Columnstore Indices and Batch Processing', 
 N'docx',
 N'You should use a columnstore index on your fact tables,
   putting all columns of a fact table in a columnstore index. 
   In addition to fact tables, very large dimensions could benefit 
   from columnstore indices as well. 
   Do not use columnstore indices for small dimensions. ',
 bulkcolumn
FROM OPENROWSET
 (BULK 'C:\Users\Vahid\Desktop\Updates\fts_docs\ColumnstoreIndicesAndBatchProcessing.docx', 
  SINGLE_BLOB) AS doc;

-- Second row
INSERT INTO dbo.Documents
(title, doctype, docexcerpt, doccontent)
SELECT N'Introduction to Data Mining', 
 N'docx',
 N'Using Data Mining is becoming more a necessity for every company 
   and not an advantage of some rare companies anymore. ',
 bulkcolumn
FROM OPENROWSET
 (BULK 'C:\Users\Vahid\Desktop\Updates\fts_docs\IntroductionToDataMining.docx', 
  SINGLE_BLOB) AS doc;

-- Third row
INSERT INTO dbo.Documents
(title, doctype, docexcerpt, doccontent)
SELECT N'Why Is Bleeding Edge a Different Conference', 
 N'docx',
 N'During high level presentations attendees encounter many questions. 
   For the third year, we are continuing with the breakfast Q&A session. 
   It is very popular, and for two years now, 
   we could not accommodate enough time for all questions and discussions! ',
 bulkcolumn
FROM OPENROWSET
 (BULK 'C:\Users\Vahid\Desktop\Updates\fts_docs\WhyIsBleedingEdgeADifferentConference.docx', 
  SINGLE_BLOB) AS doc;

-- Fourth row
INSERT INTO dbo.Documents
(title, doctype, docexcerpt, doccontent)
SELECT N'Additivity of Measures', 
 N'docx',
 N'Additivity of measures is not exactly a data warehouse design problem. 
   However, you have to realize which aggregate functions you will use 
   in reports for which measure, and which aggregate functions 
   you will use when aggregating over which dimension.',
 bulkcolumn
FROM OPENROWSET
 (BULK 'C:\Users\Vahid\Desktop\Updates\fts_docs\AdditivityOfMeasures.docx', 
  SINGLE_BLOB) AS doc;
GO

 -- Search property list
CREATE SEARCH PROPERTY LIST WordSearchPropertyList;
GO
ALTER SEARCH PROPERTY LIST WordSearchPropertyList
 ADD 'Authors'
 WITH (PROPERTY_SET_GUID = 'F29F85E0-4FF9-1068-AB91-08002B27B3D9',
PROPERTY_INT_ID = 4,
PROPERTY_DESCRIPTION = 'System.Authors - authors of a given item.');
GO

 -- Stopwords list
CREATE FULLTEXT STOPLIST SQLStopList;
GO
-- Add a stopword
ALTER FULLTEXT STOPLIST SQLStopList
 ADD 'SQL' LANGUAGE 'English';
GO

 -- Full-text catalog
CREATE FULLTEXT CATALOG DocumentsFtCatalog;
GO

 -- Full-text index
CREATE FULLTEXT INDEX ON dbo.Documents
(
  docexcerpt Language 1033,
  doccontent TYPE COLUMN doctype
  Language 1033
  STATISTICAL_SEMANTICS
)
KEY INDEX PK_Documents
ON DocumentsFtCatalog
WITH STOPLIST = SQLStopList,
  SEARCH PROPERTY LIST = WordSearchPropertyList,
  CHANGE_TRACKING AUTO;
GO