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Network Intrusion Detection using Supervised ML technique

Declaimer This is my initial version of the synopsis for PhD studies. There are plenty of things that i have to complete before i prepare the final version. Thus, this would be the alpha version. Due to the length of the blog post, will not be posting the entire draft. 1.Title of the thesis Network Intrusion Detection using Supervised Machine Learning Technique with Feature Selection 2.Introduction Intrusion Detection System, IDS, is a development which improve the network security and defending the information of the association. The IDS encourage the network chairman to recognize any malicious action on the network and alarms the executive to get the information made sure about by taking the appropriate activities against those attacks. An intrusion alludes to any unauthorized access or malicious usage of data assets. An intruder or an attacker is a true element that attempts to discover a way to increase unauthorized access to data, causes hurt or take part in different
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Keep the system active, to avoid the auto lock

Most of the corporate offices will have a policy for screen locking. While working with a long running applications at background, like the automation scripts for testing the applications, it would be difficult to maintain the unlock state of the screen. Thus, we found a technique to keep the system active with a cheating technique. Below is the powershall scripts that keeps the system active ' I am clicking on NUMLOCK for every 5 seconds to keep the system awake Set objNetwork = CreateObject("Wscript.Network")'to get user name numOfHours=inputbox("Hi " & objNetwork.UserName & ", How many hours you want me to be awake? :->") 'time variable conatins the time in hours Set WshShell = WScript.CreateObject("WScript.Shell") 'Creating an object for clicking keys from keyboard numOfMilliSecs=numOfHours*3600*1000 'converting hours to milli seconds While numOfMilliSecs>0 'runs until tym becomes zero WshShell.Send
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Why I'm planning to pursue research and studies

The future of digital environment is shifting towards inducing the intelligence to the hardware and transforming the inducted algorithm to newer levels. The evolution of technology has influence on the growth of the learning models. Defining intelligence for machine is an interesting problem. Problem solving with reasoning is the logical capacity of individual that defines the intelligence. With the events in life, human learns and builds the self-awareness. Using the same context, for machines, the events that are happening while processing an algorithm must be recorded for further analysis and learning purpose. These events produce data and with time, the data grows enormously. To process this huge quantity of data, it is important to have high computational capacity for the machine. Along with this, the storage capacity should also be spanning to exponential levels. This solves the purpose of processing power and the storage, but, not the logical learning and collective proces
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Support for .NET v4 / v4.5 and v4.5.1

Microsoft has announced on 7th Aug 2014 about the release of .NET version 4.5.2 This means that all the new frameworks will be based on v4.5.2, it is also surprising to read from the blog post that, they are stopping support to frameworks v4 / v4.5 as well as v4.5.1 It also states that Microsoft will stop any updates on v4 / v4.5 and v4.5.1 by 12th Jan 2016
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PAMA – Progressive Analysis Methodology & Algorithm

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The following article is an idea for my research. Abstract Pattern recognition is a branch of Machine learning that focuses on recognition of patterns and regularities in data, although in some cases, it is considered to be nearly synonymous with machine learning. Source: From WikiPedia, http://j.mp/PatRecog This article is an early vision for understanding and recognizing the right algorithm towards identifying the available patterns with the help of parameters that are exposed by the data points of any given situation. 1. Introduction The challenge in this theory is identifying the patterns that are evolving form the enormous amount of data for any given time. Not just that, identifying the right pattern from these possible combinations and executing the analysis with a common methodology. The success of this methodology depends on the algorithm that is used to analyze the available pattern. The crucial situation is to match with the previous data points as well as the
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How to accelerate any (Soft Ware) project

Now-a-days, I’ve been helping the pre-sales folks towards finalizing the prospective projects for our employer. In the recent time, one of our prospective client asked about the tips to accelerate any project from our experience. I’ve done some investigation and found the following points. I’m documenting here, such that, before I forget them and the effort in identifying these points should not end in vain. Process 1) Expand the team with dedicated developers towards each module – UnitDrivenDevelopment 2) Plan the build delivery 3) DB Management should be ongoing activity 4) Integrating testing as often as possible 5) Prioritize  the Interface Requirement Specifications (IRSs) as frequently as possible Approach 1) Escape the probability approach 2) Avoid problematic functionality 3) Document the Traceability Index 4) Have the reality (nearly real) data with the developers 5) Plan for the asynchronous processing Technology 1) Have the LOGs in place within Code 2) Plan the audit f
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Self Managed Teams

This post is not about any technical concept, but about the concepts of a given team (or) the comparison of traditional and agile teams Traditional Teams Parameter SelfManaged Teams Direction and Control Manager's Role Coaching, facilitation, and support Manager Responsibility for Performance Team Top Down Information Flow Downwards, upwards and cross Narrow, single-task roles Job Role/Function Whole process and multiple task Top Down, imposed Decision Making By Team, within agreed boundaries Manager Authority Team   Static Development of team Evolutionary   This above table is taken from a magazine that is currently not in print. Executive Capsule is the name of the magazine.
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