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The Maja Machine Learning Framework (MMLF) is a general framework for problems in the domain of Reinforcement Learning (RL) written in python. It provides a set of RL related algorithms and a set of benchmark domains. Furthermore it is easily extensible and allows to automate benchmarking of different agents.
Among the RL algorithms are TD(lambda), CMA-ES, EANT, Fitted R-Max, and Monte-Carlo learning. MMLF contains different variants of the maze-world and pole-balancing problem class as well as the mountain-car testbed.
An example of a scenario that MMLF would be used for is a robot that tries to find its way through a maze. In RL, the world is typically decomposed into the “agent(s)” and the “environment”. In the example, the robot would be the agent and the maze would be the environment.
The MMLF adopts this view since it provides a natural modularization, which allows to write general agents capable of learning and to test them in a magnitude of environments. All learning (optimization of behavior) is usually done within an agent while simulation of physics and other kinds of dynamics are performed within an environment.
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Unified Communications (UC) Strategies have featured an article on Path Based Network Testing.
Titled, Voice & Video Need Path-Based Network Testing and written John Bartlett, the article d.iscusses techniques for testing network designs
Part of my consulting practice focuses on the network design needed to properly support voice and video conferencing (real-time) traffic on an
Scalable Network Technologies, Inc. (SNT), the leader in wireless network modeling and simulation, announced that the company has developed a software capability that enables integration of realistic cyber warfare communication effects into a Live Virtual Constructive (LVC) environment. The result is an advanced system that provides more realistic training and
SwiftTest Inc., a developer of powerful and efficient commercial IP network testing tools and solutions, announced that it has joined the Storage Networking Industry Association (SNIA) Cloud Storage Initiative (CSI).
SNIA leads the industry in developing and promoting standards, technologies, and educational programs to empower organizations in the management and protection
Ixia, who sells converged IP network test products, has unveiled its next-generation testing architecture that “breaks the terabit traffic generation barrier for testing evolving media-rich networks,” according to company officials.
Title Xcellon, the product family is being billed as combining “the processing power of multi-core CPUs to deliver up to 12 times the
JDS Uniphase, a provider of broadband and optical services, has announced three new 10GbE testing tools that will accelerate the development, verification, benchmarking, and interoperability testing of next-generation converged ethernet networks with emerging Data Center Bridging and Fiber Channel over Ethernet technology.
With the Xgig High Density 10GbE Load Tester Solution, JDS
The NetTool Pro Series II Inline Testers, now available through Specialized Products Company, offers network technicians a one-package solution to a myriad of connectivity problems.
Now available for immediate shipment from Specialized Products Company, http://www.specialized.net/Specialized/Content/Fluke-Networks-NetTool-Pro-SeriesII-Inline-Network-Testers.aspx, are the Fluke NetTool Pro NTS2-Pro Inline Network Tester, the Fluke Networks NTS2-NSKIT Service Kit and the Fluke Networks Pro Series
The Maja Machine Learning Framework (MMLF) is a general framework for problems in the domain of Reinforcement Learning (RL) written in python. It provides a set of RL related algorithms and a set of benchmark domains. Furthermore it is easily extensible and allows to automate benchmarking of different agents
Capedit is an Open Source PCAP Based Network Protocol Testing Tool.
Containing a Wireshark Like GUI Interface the app is Developed In C and GTK+ (Currently Supported on Linux only).
Features include:
* Protocol Field Value Modification.
* Packet Deletion.
* Packet Duplication.
* Packet Reordering.
* TCP and UDP Stream based Field Value Modification.
* IP and MAC Address Find And Replace
*
Git is a free & open source, distributed version control system designed to handle everything from small to very large projects with speed and efficiency.
Every Git clone is a full-fledged repository with complete history and full revision tracking capabilities, not dependent on network access or a central server. Branching and merging are fast and easy
Performance Monitoring Across the Enterprise with iTrinegy AppQoSiTrinegy AppQoS provides rapid answers to difficult questions related to networked application performance issues such as:
Why is my application running slow in the network?
Is it actually running slow? Compared to last month, or other users
Is it a network or server problem?
Are competing applications causing the problem?
What are people
So far I got no problem using the MMLF. Its the best to know everything about it from top to bottom to ensure you’re making the most out of this tool.
Thx I found just the info I already searched across the whole internet and just couldn’t find. What a perfect website.