srogovtsev

public class AspNetCoreOwinMiddleware<TAspNetCoreStartup> : OwinMiddleware, IServer
    where TAspNetCoreStartup : class
{
    private readonly IWebHost _webHost;
    private Func<IOwinContext, Task> _appFunc;

    IFeatureCollection IServer.Features { get; } = new FeatureCollection();

    public AspNetCoreOwinMiddleware(OwinMiddleware next, IAppBuilder app)
        : base(next)

srogovtsev

using System;
using Autofac;
using AutofacSerilogIntegration;
using BenchmarkDotNet.Attributes;
using BenchmarkDotNet.Configs;
using BenchmarkDotNet.Running;
using Serilog;

namespace AutofacSerilogBench
{

srogovtsev

<?xml version="1.0" encoding="utf-16"?>
<ShowPlanXML xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:xsd="http://www.w3.org/2001/XMLSchema" Version="1.6" Build="14.0.2002.14" xmlns="http://schemas.microsoft.com/sqlserver/2004/07/showplan">
  <BatchSequence>
    <Batch>
      <Statements>
        <StmtSimple StatementCompId="1" StatementEstRows="1000" StatementId="1" StatementOptmLevel="FULL" CardinalityEstimationModelVersion="140" StatementSubTreeCost="3568.39" StatementText="SELECT TOP (1000) &#xD;&#xA;    [Extent1].ID, &#xD;&#xA;    [Extent1].[Name] AS [Name], &#xD;&#xA;    [Extent2].[Name] AS [Name1]&#xD;&#xA;    FROM  [dbo].[Customer] AS [Extent1]&#xD;&#xA;    CROSS JOIN [dbo].[Ref] AS [Extent2]&#xD;&#xA;    WHERE [Extent1].[Ref_ID] = [Extent2].[ID] OR [Extent1].[Ref_ID2] = [Extent2].[ID2]" StatementType="SELECT" QueryHash="0x664E351C3880C4F6" QueryPlanHash="0xB5694E3EF22915FB" RetrievedFromCache="true" SecurityPolicyApplied="false">
          <StatementSetOptions ANSI_NULLS="true" ANSI_PADDIN

srogovtsev

Improving Deep Neural Networks

Sources:

• Forum Thread by Yiwei Chen

Dropout

• Srivastava, N., Hinton, G., Krizhevsky, A., Sutskever, I., and Salakhutdinov, R. (2014). Dropout: A simple way to prevent neural networks from overfitting. Journal of Machine Learning Research, 15 , 1929–1958: http://jmlr.org/papers/v15/srivastava14a.html

srogovtsev

using (var ms = GetType().Assembly.GetManifestResourceStream(GetType().Namespace + "." + fileName).CheckNull(() => new InvalidOperationException()))
{
  //whatever you want
}