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LeapFrog is an optimization approach based on the physical problem of the motion of a particle of unit mass in an n-dimensional conservative force field [Snyman 1982, Snyman 1983]. The potential energy of the particle in the force field is represented by the function to be minimized - in the case of NNs, the potential energy is the MSE. The objective is to conserve the total energy of the particle within the force field, where the total energy consists of the particle's potential and kinetic energy. The optimization method simulates the motion of the particle, and by monitoring the kinetic energy, an interfering strategy is adapted to appropriately reduce the potential energy. The reader is referred to [Snyman 1982, Snyman 1983] for more information on this approach. The algorithm is summarized below: 1. Compute an initial weight vector W0, with random components. Let At = 0.5,8 = l,m = 3,($i = 0.001 and e = 10 -5 . Initialize i = 0, j = 2,5 = 0,p = 1 and k = I. 2. Compute the initial acceleration ao = \ (W0) and velocity v0 = |aoAt, where E(W 0 ) is the MSE for weight vector W0. 3. Set k = k + 1 and compute ||Awk|| = || 4. If ||wk|| < 6 go to step 5, otherwise set vk = 8vk / (||vk||)

Tip When you ve set an environment variable, you can unset it at any time using the unset command. The unset command removes the environment variable and its associated value from the shell in which you execute it. You would not want to unset an environment variable such as the PATH environment variable because the shell would not know where to find commands. However, you may find it useful to unset environment variables that are used only by certain programs. For example, the ENSCRIPT environment variable, shown in the previous sample output of the printenv command, is used to specify personalized arguments for the enscript command, which produces nicely formatted output from text files. To execute the enscript command without those arguments (in other words, using its internal default values), you could execute the command unset ENSCRIPT before printing.

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Determine the system policy. This is the prerequisite for all system maintenance. Know what is right and wrong and know how to respond to a crisis. Again, as we have reiterated throughout, no policy can cover every eventuality, not should it be a substitute for thinking. A sensible policy will allow for sufficient flexibility (fault tolerance). A rigid policy is more likely to fail. Sysadm team agreement: the team of system administrators need to work together, not against one another. That means that everyone must agree on the policy and enforce it. Expect the worst: be prepared for system failure and for rules to be broken. Some kind of police service is required to keep an eye on the system. We can use a script, or an integrated approach like cfengine for this. Educate users in good and bad practice, ignorance is our worst enemy. If we educate users in good practice, we reduce the problem of policy trangressions to a few 'criminal' users, looking to try their luck. Most users are not evil, just uninformed. Special users: do some users require special attention, extra resources, or special assistance An initial investment catering to their requirements can save time and effort in the long run.

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