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Introduction to Artificial Intelligence
Introduction to Artificial Intelligence
Jul 04, 2004, 11:00 AM
Post #1
Introduction to Artificial Intelligence
Artificial intelligence is defined as intelligence exhibited by anything manufactured (i.e. artificial) by humans or other sentient beings or systems (should such things ever exist on Earth or elsewhere).
Most researchers today would agree that artificial neural networks are quite different from the brain in terms of structure. Like the brain, however, a neural net is a massively parallel collection of small and simple processing units where the interconnections form a large part of the network's intelligence; however, in terms of scale, a brain is massively larger than a neural network, and the units used in a neural network are typically far simpler than neurons. Nevertheless, certain functions that seem exclusive to the brain such as dreaming and learning, have been replicated on a simpler scale, with neural networks.
A typical feedforward neural network will consist of a set of nodes. Some of these are designated input nodes, some output nodes, and those in between hidden nodes. There are also connections between the neurons, with a number referred to as a weight associated with each connection. When the network is in operation, a value will be applied to each input node - the values being fed in by a human operator, or from environmental sensors, or perhaps from some other program. Each node then passes its given value to the connections leading out from it, and on each connection the value is multiplied by the weight associated with that connection. Each node in the next layer then receives a value which is the sum of the values produced by the connections leading into it, and in each node a simple computation is performed on the value - a sigmoid function is typical. This process is then repeated, with the results being passed through subsequent layers of nodes until the output nodes are reached. Early models (circa 1970) had a fixed number of layers. More recently, genetic algorithms are used to evolve the neural structure. See: Neuroevolution.
Alternative calculation models in neural networks include models with loops, where some kind of time delay process must be used, and "winner takes all" models, where the neuron with the highest value from the calculation fires and takes a value 1, and all other neurons take the value 0.
It should be noted that the sigmoid curve is used as a transfer function because it has the effect of "squashing" the inputs into the range [0,1]. Other functions with similar features can be used, most commonly tanh which has an output range of [-1,1]. The sigmoid function has the additional benefit of having an extremely simple derivative function for backpropagating errors through a feed-forward neural network.
Typically the weights in a neural network are initially set to small random values; this represents the network knowing nothing. As the training process proceeds, these weights will converge to values allowing them to perform a useful computation. Thus it can be said that the neural network commences knowing nothing and moves on to gain some real knowledge.
Neural networks are particularly useful for dealing with bounded real-valued data, where a real-valued output is desired; in this way neural networks will perform classification by degrees, and are capable of expressing values equivalent to "not sure". If the neural network is trained using the cross-entropy error function (see Bishop's book) and if the neural network output has a sigmoidal non-linear, then the outputs will be estimates of the true posterior probability of a class.
Real life applications
In real life applications, neural networks perform particularly well on the following common tasks:
Function approximation
Time series prediction
Pattern recognition
Other kinds of neural networks, in particular Continuous-Time Recurrent Neural Networks (CTRNN), are used in conjunction with genetic algorithms(GAs) to produce robot controllers. The genome is then constitued of the networks parameters and the fitness of a network is the adequacy of the behaviour exhibited by the controlled robot (or often by a simulation of this behaviour).
Types of neural networks
Single layer perceptron
The earliest kind of neural network is a single-layer perceptron network, which consists of a single layer of output nodes; the inputs are fed directly to the outputs via a series of weights. In this way it can be considered the simplest kind of feedforward network. The sum of the products of the weights and the inputs is calculated in each node, and if the value is above some threshold (typically 0) the neuron fires and takes the value 1; otherwise it takes the value -1. Neurons with this kind of activation function are also called McCulloch-Pitts neurons or threshold neurons. In the literature the term perceptron often refers to networks consisting of just one of these units. They were described by Warren McCulloch and Walter Pitts in the 1940s.
Perceptrons can be trained by a simple learning algorithm that is usually called the delta-rule. It calculates the errors between calculated output and sample output data, and uses this to create an adjustment to the weights, thus implementing a form of gradient descent.
Single-unit perceptrons are only capable of learning linearly separable patterns; in 1969 in a famous monograph entitled Perceptrons by Marvin Minsky and Seymour Papert showed that it was impossible for a single layer perceptron network to learn an XOR function. They conjectured (incorrectly) that a similar result would hold for a multi-layer perceptron network. Although a single threshold unit is quite limited in its computational power, it has been shown that networks of parallel threshold units can approximate any continuous function from a compact interval of the real numbers into the interval [-1, 1]. This very recent result can be found in [Auer, Burgsteiner, Maass: The p-delta learning rule for parallel perceptrons, 2001 (state Jan 2003: submitted for publication)].
A single-layer neural network can compute a continuous output instead of a step function. A common choice is the so-called logistic function, 1/(1+exp(-x)). With this choice, the single-layer network is identical to the logistic regression model, widely used in statistical modeling.
Multi-layer perceptron
This class of networks consists of multiple layers of computational units, usually interconnected in a feedforward way. This means that each neuron in one layer has directed connections to the neurons of the subsequent layer. In many applications the units of these networks apply a sigmoid function as an activation function.
The universal approximation theorem for neural networks states that every continuous function that maps intervals of real numbers to some output interval of real numbers can be approximated arbitrarily closely by a multi-layer perceptron with just one hidden layer. This result holds only for restricted classes of activation functions, e.g. for the sigmoidal functions.
Multi-layer networks use a variety of learning techniques, the most popular being backpropagation. Here the output values are compared with the correct answer to compute the value of some predefined error-function. By various techniques the error is then fed back through the network. Using this information, the algorithm adjusts the weights of each connection in order to reduce the value of the error-function by some small amount. After repeating this process for a sufficiently large number of training cycles the network will usually converge to some state where the error of the calculations is small. In this case one says that the network has learned a certain target function. To adjust weights properly one applies a general method for nonlinear optimization task that is called gradient descent. For this the derivation of the error-function with respect to the network weights is calculated and the weights are then changed such that the error decreases (thus going downhill on the surface of the error function). For this reason backpropagation can only be applied on networks with differentiable activation function.
In general the problem of reaching a network that performs well, even on examples that were not used as training examples, is a quite subtle issue that requires additional techniques. This is especially important for cases where only very limited numbers of training examples are available. The danger is that the network overfits the training data and fails to capture the true statistical process generating the data. Statistical learning theory is concerned with training classifiers on a limited amount of data. In the context of neural networks a simple heuristic, called early stopping, often ensures that the network will generalize well to examples not in the training set.
Other typical problems of the back-propagation algorithm are the speed of convergence and the possibility to end up in a local minimum of the error function. Today there are practical solutions that make backpropagation in multi-layer perceptrons the solution of choice for many machine learning tasks.
Simple recurrent network
A simple recurrent network (SRN) is a variation on the multi-layer perceptron, sometimes called an "Elman network" due to its invention by Professor Jeff Elman. A three-layer network is used, with the addition of a set of "context units" in the input layer. There are connections from the middle ("hidden") layer to these context units fixed with weight 1. At each time step, the input is propagated in a standard feedforward fashion, and then a learning rule (usually backpropagation) is applied. The fixed back connections result in the context units always maintaining a copy of the previous values of the hidden units (since they propagate over the connections before the learning rule is applied). Thus the network can maintain a sort of state, allowing it to perform such tasks as sequence-prediction that are beyond the power of a standard multi-layer perceptron.
Hopfield network
The Hopfield net is a recurrent neural network in which all connections are symmetric. Invented by John Hopfield (1982), this network has the property that its dynamics are guaranteed to converge. If the connections are trained using Hebbian learning then the Hopfield network can perform robust content-addressable memory, robust to connection alteration.
Boltzmann machine
The Boltzmann machine can be thought of as a noisy Hopfield network. Invented by Geoff Hinton and Terry Sejnowski (1985), the Boltzmann machine was important because it was one of the first neural networks in which learning of latent variables (hidden units) was demonstrated. Boltzmann machine learning was slow to simulate, but the Contrastive Divergence algorithm of Geoff Hinton (introduced about 2000) allows models including Boltzmann machines and Product of Experts to be trained much faster.
Support vector machine
A support vector machine (SVM) is a recently developed form of machine learning algorithm. The training of SVMs is based on quadratic programming, a form of optimization that (usually) has only one global minimum. Therefore, and because SVMs have means to reduce the danger of overfitting, some practitioners prefer SVM training to neural network training.
Committee of machines
A committee of machines (CoM) is a collection of different neural networks that together vote on a given example. It has been seen that this gives a much better result. In fact in many cases, starting with the same architecture and training but different initial random weights give vastly different networks. A CoM tends to stabilize the result.
Self-organizing map
The Self-organizing map (SOM), sometimes referred to as "Kohonen map" due to its invention by Professor Teuvo Kohonen, is an unsupervised learning technique that reduces the dimensionality of data through the use of a self-organizing neural network. A probabilistic version of SOM is the Generative Topographic Map (GTM) of Bishop, Svensen and Williams.
Instantaneously trained networks
Instantaneously trained neural networks (ITNN) are also called "Kak networks" after their inventor Subhash Kak. They were inspired by the phenomenon of short-term learning that seems to occur instantaneously. In these networks the weights of the hidden and the output layers are mapped directly from the training vector data. Ordinarily, they work on binary data but versions for continuous data that require small additional processing are also available.
Data representation
(Some notes on statistics and other representation problems in here)
Relation to optimization techniques
Analysis of many neural network techniques reveals a close relationship to mathematical optimization techniques.
For instance, multi-layer perceptron back-propagation can be substituted with more general global optimization techniques. The objective in training a ANN is, given some set of pairs of data and output, { (d0, o0) , (d1,o1), ... } to minimize some error function ||E||2, where E(xi) = F(w,xi) - oi. Here F is the neural network function which given a vector of weights w and an input vector produces an output vector for the network. Thus as well as using backpropagation to train the network, it's also possible to use global optimization techniques to produce a weight vector w.
For very large data sets, using more advanced optimization techniques is often slower than using gradient descent, if the weights of the network are updated by gradient descent after each training example. This is because one sweep of gradient descent through the training set can make a large amount of progress, while the same amount of computational effort can only compute a true gradient at one setting of the parameter vector.
Aug 13, 2005, 06:55 PM
Post #2
is it true? that any advanced artificial intellegence must reboot its entire system every six months or go insane? my source that theorized it was man vs kzin wars the series, i would like to find out.
Aug 13, 2005, 07:04 PM
Post #3
It's not theoretically true because AI machines also have an option to 'hibernate'.
Whilst in that state they can review or modify their software and disarm all virii and trojans they may have picked up on their travails.
They then just reboot and send a report to Microsoft!
Sep 19, 2007, 04:23 PM
Post #4
Group: Basic Member
Posts: 3
Joined: Jun 20, 2007
Member No.: 12025
is it true? that any advanced artificial intellegence must reboot its entire system every six months or go insane? my source that theorized it was man vs kzin wars the series, i would like to find out.
No, it's probably not true. Why would this be the case?
Put it this way, given advanced enough technology, we could build a human brain. This would then be AI, but it would not need to reboot, since it would work the same way a human brain does.
There might be some particular architectures for which this would be true, but I doubt there are any mathematical proofs of it. In fact, I'm certain there aren't, since it would require knowledge about consciousness that we just don't have.
Sep 19, 2007, 04:26 PM
Post #5
Group: Basic Member
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Member No.: 12179
Sep 19, 2007, 05:11 PM
Post #6
Supreme God
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"Absence of insanity" should probably be in the software specification for any AI.
Sep 19, 2007, 11:34 PM
Post #7
Group: Basic Member
Posts: 301
Joined: Jan 04, 2007
From: Australia
Member No.: 6770
Sep 20, 2007, 02:57 AM
Post #8
Group: Admin
Posts: 1713
Joined: Jan 20, 2004
Member No.: 956
isn't the brain "rebooting" every time you sleep and wake up? How long can you stay awake? After 2-4 weeks of chronic wakefulness, rats will die, which would suggest the periodic rebooting of the brain is necessary for survival.
Sep 20, 2007, 03:24 AM
Post #9
Group: Basic Member
Posts: 301
Joined: Jan 04, 2007
From: Australia
Member No.: 6770
Perhaps it would need to defrag, remove adware and clean its registry each night as well as update its programs to incorporate the new information it gained that day?
Oct 22, 2007, 06:36 PM
Post #10
Group: Basic Member
Posts: 12
Joined: Oct 22, 2007
Member No.: 13704
So it would sleep instead?
Would it dream?
An AI is an emulated system, there are more than neurons and genetic that gives LIFE the fact of being ALIVE is more than scientifics speculations , so if you emulate the term dreaming the machine will dream, but you must undestand why living dreams and science cant reach and will never reach to that places
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SOURCE: Izard Nobel LLP
August 23, 2011 17:04 ET
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Question about One For All URC-4021 Remote Control
Help me pleasy
Posted by triple k on
have universal remote for sv2000 but canot get to menu to program in the chanels. it only works the dvd nad changes to 2 chanels
I have a RCA universal remote and an sv2000 tv. need a code please?
I have a SV2000 tv and a philips CLO35A universal remote. I lost the remote manual and Im pretty sure there is not a code for my t.v. can you help me?
Found the code for sv 2000, phillips universal remote...(0247)..it really works...
Posted on Feb 10, 2009
Funai makes the tv. I had to enter codes for the dvd since I have a combo set.
Posted on Jan 08, 2009
Hello, follow this link to download the manual and the codes for your remotes:
just right click and save as on the download links.
if this does not work you can try the search method,
you do this by either holding down the device button eg: TV or if you have one the "magic" button for three seconds, a light should then flash twice to say you have done this correctly.
then press the keys 991 then the power button.
you must now press the channel up key (ch+) possibly upto 150 times while the remote cycles through every code.
Once your tv or device switches off stop pressing the ch+ key and press the power button to make sure it switches back on,
(if you press ch+ too many times you can go back by pressing ch-)
When complete press the magic or device key again to save the settings (light should flash twice to confirm)
Many thanks
(For low price replacement remotes visit www.sparky-uk.com)
Posted on Jan 23, 2008
SOURCE: I have freestanding Series 8 dishwasher. Lately during the filling cycle water hammer is occurring. How can this be resolved
Hi there,
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Posted on Jan 02, 2017
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I just can't eat raw flesh.
There's a Japanese restaurant here in Providence called "Nami". I've been there a few times now and they have really good sushi. :)
A Japanese restaurant about 15 miles from here. They serve it with real Wasabi.
Indie Cafe
Sorry Doc, don't like Sushi.
Everywhere that I don't risk getting fish parasites.
I've got a nice little place nearby that caters to my tastes (which isn't any of the usual fish used in sushi). They have a special dip they use...just before they deep fry it to a nice golden brown.
From the rivers and lakes around here prefer to catchmy own fish


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237 Lee Road 339, Salem, AL 36874 - 237 Lee Road 339, Salem, AL 36874
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"West Coast Fisherman" Limited Edition Print by Eric Grosvenor 24" x 30"
Limited Edition Print Gallery Framed "West Coast Fisherman"
Such a pleasing color combination in this west coast boating scene in light and dark blues with a fishing boat heading out with pier and calm waters.
Artist: Eric Grosvenor
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1. Re: I7 7700K low performance?Mar 22, 2017 11:19 AM (in response to Puffey)This message was posted on behalf of Intel Corporation
Hello Puffey,
Thank you for contacting Intel Communities.
Intel does not support overclocking, Intel makes unlock processors for enthusiasts who want to go beyond the processor specs but it is very well known that altering the processor frequency or voltage may damage or reduce the useful life of the processor and other system components, and may reduce system stability and performance. Product warranties may not apply if the processor is operated beyond its specifications.
For better support about overclocking I suggest you to post your inquiry at the following link:
NOTE: This link is being offered for your convenience and should not be viewed as an endorsement by Intel of the content, products, or services offered there.
In case you want to overclock the processor I recommend you to get a Performance Tuning Protection Plan.
Hope this information helps.
Please don't hesitate in replying to this post if you need further assistance.
Juan Carlos
2. Re: I7 7700K low performance?Mar 29, 2017 1:34 PM (in response to Puffey)This message was posted on behalf of Intel Corporation
Hello Puffey,
I was reviewing this thread and I wanted to know if you need further assistance.
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Juan Carlos


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Fire raging at St James dump
Published:Monday | March 16, 2015 | 9:23 AM
The Government says there is a fire raging at a dump in St James, which is operated by the National Solid Waste Management Authority (NSWMA).
In a Facebook post this morning, Minister with responsibility for Information, Senator Sandrea Falconer, said a fire is now at the Retirement Disposal Site.
She explained that a fire was extinguished last night and another appeared this morning.
And she said the police have intensified their investigations into the cause of the fires.
The authorities have been battling another large fire at the Riverton dump in Kingston since last Wednesday.
The cause of that fire has also not been determined.


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University of Washington School of Public Health
American Heart Association Seeks Innovative Business Solutions to Community Health Issues via Competition
At the American Heart Association, we are determined to bring health equity to ALL Americans. People are struggling with their health because of lack of healthcare, unhealthy environment, lack of access to healthy foods and much more. We want to help change all of that but we can't do it without the input and ideas from within our affected communities.
This is why we have created the EmPOWERED to Serve competition. The competition is reaching out to people for their ideas on how to change the social determinants of health that are keeping citizens from their community from reaching optimal health. Together we can make a difference, but it all starts with an idea.
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We appreciate your help and look forward to speaking with you should you have any questions.


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- 2017-10-07
- P!nk Premieres New Song "Whatever You Want"
- American singer-songwriter P!nk launches her seventh studio album "Beautiful Trauma" on October 13th. To celebrate, she's teamed up with Apple Music for an exclusive behind-the-scenes documentary film "On the Record: Pink – Beautiful Trauma". The short film will release October 13th on Apple Music.
On October 5, the film was preceded by a new song "Whatever You Want". It was written by Alecia Moore, Max Martin and Shellback. The song follows up the lead single "What About Us".
The film will include video of her performing the new songs at an intimate Los Angeles theater. You can hear Pink talk about how making an album is complex, with many moving pieces in the film.
Also, she announced tour dates of "Beautiful Trauma World Tour 2018" in support of the new album. The tour launches at Talking Stick Resort Arena in Phoenix on March 1, 2018 and will conclude at The Forum in Inglewood on June 2, with a total of 40 shows.
Learn more about tour dates, click here.
About the new album, P!nk told EW;
"There was no other goal than to not have an album full of slow, sad songs, because that's all I had for a while. And I just wanted to record better than I have before. I've never been that great of a recorder, [I've always been] better live."
And Bleachers' lead singer Jack Antonoff also helped craft the title track of the new album.
"I love Jack. I had worked with [Antonoff's bandmate] Nate [Ruess] from fun., and I just love [Jack's] full thing: this quirky Bruce Springsteen-loving rad New Jersey dude. He's so lovable. I thought we might have fun together, and I was right."
- source : Rolling Stone


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Transformers Go! Anime
For those who don't know, Japan's launching a brand-new anime, done in a mixture of traditional art and stylized CGI in a similar fashion to the Energon and Cybertron cartoons. We have Transformers: Go!, which apparently takes place roughly after Beast Hunters.
The anime is apparently exclusive to DVDs packaged with Japanese magazines, although the first episode has been leaked into the internet. Of course, it's in Japanese.
The premise of the show is basically the two three-man Autobot combiners whose toys we've seen before are left on Earth to hunt down the remaining Predacons (repaints of the toy-only Predacons in the toyline) after Optimus Prime had defeated Predaking.
interesting. If only what it means for the still to conclude Transformers : Prime. I was half expecting Shockwave's experiments to have survived (at least some of them), but from that premise it doesn't look as if that'll be the case.
The thought of more lifeless gawping CGI / Cel mash ups doesn't fill me with any enthusiasm for Transformers Go though.
By virtue of being obscure and japanese, I bet these episodes will get a massively undeserved cult status.
Nah, Victory and Masterforce have a cult status just because there was no online community when they came out and I think even today you can't find the entirety of Victory subtitled, right?
Car Robots to Galaxy Force were pretty meh [though I'm in the group that vastly prefers Superlink], this will follow suit.
Just another villain of the week anime, filled with japanese stereotypical heroes [ninja and samurai teams?] that spawned 6 unique moulds and a plethora of predacon repaints [though at least predacons appear in that show].
Victory was subtitled in full...I'm pretty sure it was, Metrodome did manage to put out the full series which was subbed. Or am i missing something?
The half dozen clip shows weren't subbed (in the UK and Oz releases anyway, I don't know what Shout have done Americans) so we technically don't have the whole series, but equally we have all the original content.
What little I've seen of the Japanese G1 series put me off watching any more...
I did like RiD / Car Robots though. Skye-byte rules - it's a dream to own the figure of that guy in good nick. He sang his own theme tune! What a guy. What a guy.
Watched it.. and it's pretty bad. Take all the worst elements of RID and the Unicron Trilogy and toss them in a blend. Then, be sure to add the 'on a budget' spice to the mix. Bake half-way, and then release it as a DVD-only treatment. Utterly forgettable drek.
No one will remember this the moment TF4 hits its ramp-up.
RiD/Car Robots I still find to be something of a guilty pleasure. At the very least it ran along with its own strangely comedic energy.
When I had first heard this was going to be something involving samurai and ninja, I had thought it was going to be a straight good vs. evil robot teams kind of thing, which would have been fun. Would have sounded like the premise for a new entry in the Brave franchise.
I miss Brave.
Well... imagine if RID was played 'straight' (as in, not at all self-aware and overly serious at its most ridiculous)... and you get this, really.
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The portfolio committee on communication on Tuesday let the entire country down. Despite the overwhelming evidence, they chose instead to spit on South Africa's intelligence. But for those who forget what democracy means, their day will come.
On Tuesday the portfolio committee on communication spent the day discussing the SABC. It's easy to let the embarrassment of the SABC hearing be dismissed as yet another instance of being let down by parliament, but on Tuesday our public representatives had the opportunity to hold the SABC accountable. They had the power and means to demand answers as to what and who had taken the decision to ban reporting on public protests. They had the chance to find out who took the illegal and anti-democratic decisions to fire eight SABC journalists for trying to do their job. They had the chance to help restore the dignity and professionalism of those within the SABC who believe in public broadcasting and our democracy.
The parliament portfolio committee had the authority to find how in blazes so many new senior positions could be filled with no advertising, no due process or regard for fair labour practice. Our parliament portfolio committee had the opportunity to establish what actions had been taken by the SABC senior management to implement the ruling of ICASA as well as a court interdict on reversing their offensive decision to ban covering public protests. On Tuesday our parliament had the chance to find out what on earth had happened to the last CEO Frans Matlala. Why he was given a golden handshake and sent on his merry way. They might even have had a chance to ask about how it was that Jimi Matthews opted for such a public and cutting resignation. On Tuesday our parliament had the chance to find out just how well or poorly the SABC is doing financially.
On Tuesday they had the opportunity to enquire about the 90% local content policy. They had the opportunity to establish how the SABC had covered the recent elections. They had the chance to address concerns raised by civil society, journalists, academics, analysts, political parties, ordinary audience members and even the ANC. On one or even just a few of these issues our parliament had the chance to do their job and hold the SABC accountable. All the ingredients were there, a minister who has run more interference than a parliamentary jamming device, an incoherent inquorate Board, an SABC management in denial, more evidence than a child with ten YouTube videos showing them caught with their fingers in the cookie jar, as well as clear and unambiguous legal precedent showing wrongdoing.
But despite all these and many more questions hanging over SABC, our ANC parliament portfolio committee members were having none of it.
It isn't just that they missed these opportunities, it isn't just that despite overwhelming evidence they allowed those before them to obfuscate, lie and shirk responsibility. It is that they did so with no shame, with no regard for their role as representatives of ordinary citizens. Had they gone outside and spat in the faces of the first people they came across it would have been less demeaning and offensive.
Instead we were treated to an orgy of conspiracy and denial. Blame was shifted from those seeking to apply pressure to the SABC to civil society organisations who dare to ask questions. Just for the record: as MMA we launched the case against ICASA and the CCC together with our partners, the SOS coalition and the Freedom of Expression Institute. We received no funds from any donor. Aside from covering the fees of a junior counsel – for which we did approach a donor as the money was really needed – all worked on a pro bono basis. No CIA, no other evil western powers, not even a power-hungry dark force capitalist imperialist! This isn't to say we didn't have some influence, indeed all arguments were our own, but based on a wildly controversial document called the "South African Constitution."
Ok. I'm sorry. That was a tad condescending, but I hope given the utter garbage we were expected to swallow on Tuesday from officials in public office, I think I can be forgiven.
What is clear from Tuesday is that our traditional methods of holding those in public power accountable have been captured, or at the very least asked, to use the power of a bag of marshmallows.
The good news, and yes there really is some – is that our courts remain strong, and as we prepare a range of new cases, we can be certain not only of victory but of the triumph of logic over bullshit, of law over illegality, and of the public interest over the interest of the greedy.
We will not lose faith in our parliament, despite their despicable behaviour on Tuesday, for we know that behind the scenes there is far greater support to build our democracy than to undermine it.
The problem now is where to from here. From our side, we will continue to monitor and analyse the media. We are working on new legal challenges and campaigns and while we cannot guarantee victory in every instance, we can promise that we will not give up until we win this battle. What we need from you, the citizen of South Africa, is your support to let those who do a great job in our media know that we appreciate them. We would also ask that you use every personal opportunity to let those who seek to undermine our democracy know that we will not tolerate their behaviour. Our democracy is, after all, for the people by the people, and those who seek to challenge that will find out the hard way.
As for those in senior positions at or overseeing the SABC, I repeat what I said to Mr Motsoeneng and his advisor on the day of the CCC hearing: "It's never too late to do the right thing". That's what built our country and established our democracy. Continue down your chosen path if you must, but you will lose, and you will be held accountable. DM
While we have your attention...
An increasingly rare commodity, quality independent journalism costs money - though not nearly as much as its absence.
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William studied at the University of the Witwatersrand in Johannesburg where he obtained his BA and Honours degree in Drama and Film. He worked in television after completing his studies. Unable to resist the lure of media monitoring, William started with some part time monitoring for the Media Monitoring Project, now Media Monitoring Africa (MMA) in 1995 and after leaving television joined the MMA as a researcher. At MMA William has overseen or been directly involved in over 100 media monitoring projects on subjects ranging from gender based violence, HIV, and racism to children and the media. William has also completed overseeing the data analysis of the biggest civil society media monitoring exercise in the world – the Global Media Monitoring Project. For this project over 100 countries monitored gender around the world. William has also overseen the name change of the MMP to Media Monitoring Africa in 2008. William was appointed an Ashoka fellow in 2009 and also a Linc Fellow in 2010 for his work focused on children's participation in the media. He is regularly accessed in the media on a range of media focused issues. In his twelve years as director of MMA William has helped MMA grow from a small 3 people driven organisation to a committed team of 16 people, with a clear vision and dedicated programme areas. William's knowledge of media monitoring and commitment to deepening democracy in South Africa and the continent has ensured his expertise is internationally recognised In his spare time William likes to monitor the media when not otherwise distracted by his young sons.
"Look for lessons about haunting when there are thousands of ghosts; when entire societies become haunted by terrible deeds that are systematically occurring and are simultaneously denied by every public organ of governance and communication." ~ Avery Gordon


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kyliana's GOALS
Cannad's 5th grade 2015
my strengths and weaknesses
my strengths are acting. These are my strengths because iv been practicing in mad/drama and also in school plays
my strengths and weaknesses
my weakness is math because.....i don't practice it that much and don't really study for it unless it is a test my strength is writing because i like writing feelings that i have and i like to express my creativity
Goals for this year
My language arts goal is to make ether 5 a's or more.My math goal is to keep studying to get better at division and to learn more math for this year.My social studies goal is to learn more about american history and be SMART!!!My science goal is to light up the little light bulb in my head and keep working hard.
personal goal for this year
My personal for this year is to make it to 6th grade and i will work on this goal by studying more,making good grades,and to keep working hard!Another goal that i have is to keep working hard and get a lot of a
who can help me?
One person who can help me is my Mom,and my teachers they can help me by studying getting good grades and making it to 6th grade.
what might distract me....
something that might distract me is getting bad grades and playing while the teachers are teaching what you have to do for homework.


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Torque measurement system
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Depending on the particular task to be solved, there are two available configurations of torque measurement system:
Torque measurement system
The sensing element of the torque measurement system is represented by a strain-gauge bridge used for the control of shaft deformation. Depending on the particular task, the torque measurement is performed by means of measurement module ZET 7110 (statical measurements) or ZET 7111 (dynamic measurements). A detailed manual on the connection of strain gauges to ZETSENSOR modules is available in the Clause "Establishing strain-gauge bridges".
In the case of static measurements, data transfer to PC is performed by interface converter ZET 7174.
In the case of dynamic measurements, the data received from measuring module ZET 7111 is saved to the offline recorder ZET 7173 (the recorder is mounted on the rotor shaft together with the batteries used for power supply of the recorder).
Interface converter ZET 7174 is used for configuration of the instruments included into the scope of the measuring system.
Digital accelerometers ZET 7152-N or ZET 7152-E (laboratory version, plastic casing) are used for the vibration level control on the rotor shaft.
It is also possible to transfer the data by radio channel. Telemetering system ZET 7172 is used for wireless data transfer from the measuring network to the PC via interface converters ZET 7174 or ZET 7176 for further data processing. Module ZET 7172-S included into the scope of the telemetering system, has an integrated linear acceleration sensor ZET 7152-N, which allows to determine rotation frequency value without implementing any additional measuring instruments.
Module ZET 7172-S is mounted on the rotating element in such a way so that Z axis of the integrated sensor ZET 7152-N would be transverse to the rotation axis, and Y axis would be aligned with the shaft curve.
The system is scalable and perfectly suits for the measurement performance in the case if the measurement points are located far from each other.
For the purpose of measurements performance, there is used a program included into the scope of SCADA ZETVIEW.
Torque measurement system
The sensing element of the torque measurement system is represented by a torque sensor. For the purpose of particular specimen testing there is used a special platform with mounting fixture for the torque sensor and the tested specimen. In the course of measurements performance, the torque sensor should be firmly attached to the platform and the rotating specimen.
The torque sensor is connected to the strain-gauge station ZET 017-T8. ZETLAB TENZO Software delivered together with the strain-gauge station enables all types of measurements, including torsiography.
Integrated strain-gauge station generator provides the power supply for the sensor. It is possible to configure the corresponding parameters in the "Signal generator" program.
In order to measure the torque with a strain-gauge sensor and a strain-gauge sensor, there is used a program "Strain-gauge meter". It is necessary to specify the required sensitivity level and the measurement limits in the program settings. The torque value is depicted in the corresponding indicator of the program.
"Multichannel oscilloscope" program allows to create a graph of torque characteristics dynamics. It is possible to select a signal to be displayed from the signals, created by the program "Strain-gauge meter".
The tests are performed in automated mode by means of task-specific software "Torque measurement system" implemented in SCADA ZETVIEW. An example of program operation is shown in the figure below. Upon tests completion, there is produced a report with measurements results, graphs, and characteristics of the tested specimen.
of torque measurement system
complex tests in automated mode
of the measurement system depending on the task to be solved
the system incorporates certified components
stable characteristics throughout operational life
the measuring instruments and the WKS cab be located at considerable distance from each other
are produced automatically in accordance with the selected template
* Torque measurement system based on the transducers of ZETSENSOR series
For the purpose of test system verification and calibration of the torque sensors, there is used a special torque measurement instrument placed on the mounting fixture and having two branches. The measurements are performed by means of strain-gauge station ZET 017-T8 and task-specific software ZETLAB TENZO. The "Strain-gauge meter" program is used for torque measurement.
The weights with certain mass are sequentially attached to one of the two branches at a certain distance, which leads to the change of the torque value. For instance, when a 100 gr weight is attached to the branch at the distance of 100 mm, the torque value will be 0,1 Nm , for the weight 50 gr the value will be 0,05 Nm, for 200gr – 0,2 Nm.
of the torque measurement system
Measuring system based on the transducers of ZETSENSOR series (offline automated tests) from 2 556 USD
Measurement system based on transducers of ZETSENSOR series (dynamic measurements in real-time mode) from 3000 USD
Measuring system based on a strain-gauge station from 7 778 USD
Torque measurement system can also be used as a torsiograph for detection of critical load. It is necessary to consider specimen parameters when choosing the measuring instrument:
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Quick Facts
- Current Prices:$299,900 to $412,500
- Closed Prices:$175,900 to $335,000
- Median Sale Price:$245,000
- Average $ per sq ft:$252
- Association Fee Ranges:$1100/quarter,$314 to $350
- Type:Attached Home (Condo, Townhouse, Loft, etc.)
- Age:1968 to 1982
- Sq. Ft.:1,094 to 1,600Sq. Ft.
- Bedrooms:2Bedrooms
- Bathrooms:2Bathrooms
The building offers many desirable amenities. Residents of this community can cool off in the pool, which is only one of the great property amenities.
This neighborhood is perfect for those seeking the low-maintenance lifestyle of a condominium. This building was constructed in 1970. In general, homes in Land's End Condominiums are about $160,000 – $350,000 and sit on 2.75-acre lots with two bedrooms and two bathrooms.
|GreatSchools Rating & School Name
|School Facts
|Parent Ratings
Disclaimer: School attendance zone boundaries are supplied by Maponics and are subject to change. Check with the applicable school district prior to making a decision based on these boundaries.


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Stocks are vacillating at all-time highs, and some traders are looking for a pullback.
optionMONSTER's tracking systems detected unusual activity in the ProShares Short S&P 500 Fund, which is designed to move in the opposite direction than the broader market. Traders snapped up more than 16,000 September 28 calls on the instrument, most of which priced for $0.60 and $0.65. There was no open interest when the session began, so new positions were clearly initiated.
These long calls lock in the price where the fund can be purchased, providing potential leverage to gains in the stock price. But because it moves in the opposite direction as the S&P 500, the options are really positioning for downside in the broader market. (See our Education section)
Today's activity comes as the S&P 500 hits a record high of 1699, but then pulled back to support from last week.
The SH is up 0.11 percent to $28 in afternoon trading. Total option volume in the fund is 64 times greater than average, with calls outnumbering puts by more than 7 to 1.
More From optionMONSTER
Stocks are vacillating at all-time highs, and some traders are looking for a pullback.


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1. Re: How to set URIEncoding in JBoss 7?Maple Feng Aug 1, 2011 9:39 PM (in response to Maple Feng)
When using AS 6, I added the attribute URIEncoding for Connector in jbossweb.sar/server.xml:
<Connector protocol="HTTP/1.1" port="8080" URIEncoding="UTF-8" address="${jboss.bind.address}" redriectPort="${jboss.web.https.port}" />
I want to add this attribute in AS 7, too. And tried to add in standalone/configuration/standalone.xml
<Connector name="http" protocol="HTTP/1.1" socket-binding="http" scheme="http" URIEncoding="UTF-8" />
But it did not work. Check the jboss-web.xsd, seems there is no such attribute for Connector in AS 7 now.
So is there any other configuration to do this?
2. Re: How to set URIEncoding in JBoss 7?Marek Smigielski Sep 17, 2011 8:00 AM (in response to Maple Feng)
It seems that I have got the same problem. Did you find any solution for that?
3. Re: How to set URIEncoding in JBoss 7?Maple Feng Sep 19, 2011 6:01 AM (in response to Marek Smigielski)
Nope, still no solution for now.
I use JBoss 6.1.0 instead....
4. Re: How to set URIEncoding in JBoss 7?mozo Nov 29, 2011 11:21 AM (in response to Maple Feng)
In JBoss 7.1.0.Beta1 there is a solution:
But not on the <Connector .../> element, system properties are used instead.
5. Re: How to set URIEncoding in JBoss 7?mcgjboss Dec 12, 2011 12:24 PM (in response to Maple Feng)
Please see my post on this at :
6. Re: How to set URIEncoding in JBoss 7?Aleš Bregar Jan 18, 2012 8:01 PM (in response to mcgjboss)
I have tried the above proposed solution by using as 7.1.0.CR1b and my observation is that it does not have the desired effect.
content-type is still set to default:
Response Headers Server Apache-Coyote/1.1 Content-Type text/html;charset=ISO-8859-1 Content-Length 141 Date Thu, 19 Jan 2012 00:46:33 GMT Request Headers Host 127.0.0.1:8080 User-Agent Mozilla/5.0 (Windows NT 6.1; WOW64; rv:9.0.1) Gecko/20100101 Firefox/9.0.1 Accept text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8 Accept-Language en-us,en;q=0.5 Accept-Encoding gzip, deflate Accept-Charset UTF-8,* Connection keep-alive
Also it is not clear to me - is AS7-1917 issue solved by setting the system properties or does it mean that setting the connector should work?
7. Re: How to set URIEncoding in JBoss 7?mcgjboss Jan 22, 2012 11:01 PM (in response to Aleš Bregar)
Hello Ales,
It will not show in the context as this property has been moved to system property. Please try using the browser on the code that need URF-8 coding and see if that works. For detail see my post on APEX and JBOSS. APEX required UTF-8 and I made it work like that.
Hope this Helps,
8. Re: How to set URIEncoding in JBoss 7?Calebe Varga Feb 28, 2012 3:15 PM (in response to Maple Feng)
Hello Maple
This discussion has already been resolved.
Take a look
Hope this resolve your issue
9. Re: How to set URIEncoding in JBoss 7?Aleš Bregar Mar 6, 2012 3:36 AM (in response to Calebe Varga)
tnx, actually already found those parameters, but in addition I still needed to create some filter in front of all servlets to explicitly set the request encoding to UTF-8. Than it worked as desired.
IMO this discussion can be marked answered .


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Visit The Peak District In England
The word peak originates from the old English word 'peac' meaning hill and there are lots of them for your personal enjoyment. The Peak District itself covers 2 particular areas – the White Peak (characterised by limestone rock, dry stone walls, river valleys and dales) and the Dark Peak (untamed beauty, with dominating tors, heather moorland, gritstone rock and shale). The Peak District was made into Britains's first National Park in 1951 and it's now protected for all to take delight in. Get out there and go for a hike…
The Peak District is a walkers dream and features routes to suit virtually all capabilities. Mam Tor, 'The Shivering Mountain' is on many people's schedule. It lies to the west of Castleton village. The shale hill dominates the area and it is an impressive sight. The Great Ridge can provide stunning views over both the Hope Valley and Edale Valley but it is a difficult climb. Mam Tor is also home to a bronze age hill fort which can still be seen.
Close to Mam Tor you will find Kinder Scout – a remarkable 600m high, and the limestone gorge known as Winnats Pass. Kinder Scout has a steep incline and lots of viewpoints for the countryside beneath.
The Nag's Head public house in Edale is actually the starting place for the Pennine Way that runs all the way to Kirk Yetholm in Scotland. It is the longest walking trail in Britain at about 270 miles and it was officially opened in April 1965. The Peak District segment takes in Kinder Scout, an ascent of Jacob's Ladder, Mill Hill, Devils Dike, Bleaklow Head and Black Hill before descending to Marsden.
For an basic stroll you have the Monsal Trail and the Manifold Valley Trail. These use the route of old railway lines through the heart of the countryside. Alternatively there's the Limestone Way, a rural footpath that's 50 miles long.
The highest major path across the Derwent Valley is the Cut Gate Bridalway. It is also among the oldest rights of way in the Peak District.
If you want moor and valley, try the Derwent edge and Hagg Side circuit that takes in the upper section of Ladybower, starting off and concluding at the car park on the eastern side of the resevoir.
For a shorter walk try the Goyt Valley circuit which included reservoirs, gritstone edges and fantastic moorland.
Whatever route you choose I'm certain you'll delight in your walk and the wonderful scenery you will come across.
If you are interested in a staycation this year and want to check out the south of England at some point too, take a look at some Dorset cottages and Cornwall cottages and head south.


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Cute ground floor condo with updated kitchen and bath. Open living & dining space, large cooking area & 2 nice size bedrooms with patio space and mountain views. Building has undergone newer exterior renovations with more to come, adding future value to this affordably priced condo in the Whiskey Hill neighborhood.
Your request for information has been submitted.
"Copyright © 2018 Vail Multi List, Inc. (VMLS). The information displayed herein was derived from sources believed to be accurate, but has not been verified by VMLS. Buyers are cautioned to verify all information to their own satisfaction. This information is exclusively for viewers' personal, non- commercial use. Any republication or reproduction of the information herein without the express permission of the VMLS is strictly prohibited."


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Q. What is your favorite thing about Kindergarten? A. In Kindergarten I love when my teacher, Mr. Black, reads us a book because he is good at reading. Q. How do you learn in class? A. When we learn in class we learn about things like plants. My teacher had some soil. We read a story and then we got a special …Read More »
Tate Talks Kindergarten at Christ Church School
Q. How are you liking CCS? A. I LOVE CCS. I love my teacher Mrs. Batstone. She is teaching me how to read. Q. What is your favorite thing about school? A. I love Friday Fun Day, when we get to do different activities and play games. I also love woodworking and jump bunch. Q. What do you like to do …Read More »
Gabriella Loves Animals and Girl Scouts
Gabriella is starting her fourth year as a Girl Scout and will be a Junior scout this year. Q. We heard you have some animals, tell us about them. A. I like feeding the chickens and my goats. My favorite goat is Freckles. I like waking up and climbing a tree to get leaves. The goats LOVE leaves. Q. What other …Read More »
Jorge Likes Everything About Discover U
Jorge is a very kind-hearted, sweet young man who is very helpful. Jorge is bilingual and helps to translate key concepts for the teacher to the students in the class that just learning English. Q. We heard you like to help out in class. What things do you do? A. I help kids that don't understand English, I help to clean …Read More »
Meet Emerald, Boys & Girls Club Talent Show Star
Emerald is a member of the Jerry & Helen Wisotsky/Peoria Branch of the Boys & Girls Clubs of Metro Phoenix. The new big sister loves to sing, dance and draw and was the star of the Club's summer talent show. Q. How long have you been coming to the Club? A. I started coming last year in the middle of the school …Read More »
Julia Stays Involved at School with Volleyball and Acting
Julia loves all things volleyball and is really enjoying getting into acting at her school. Q. What do you love most about Bethany Christian School? A. I love the environment and how we all connect. Q. How long have you been playing volleyball? A. I've been playing for two years. Q. How did you get started? A. I started here …Read More »
Senior Danielle Travels to Thailand
Q. You are a busy lady! Tell us about all the activities you are involved in. A. I play, and have played, on the school's varsity volleyball team since my freshman year. I am an active member of National Honor Society and Key Club. Every other weekend I go volunteer at a dog shelter called 2 Da Rescue. I also really enjoy …Read More »
Alex Loves Learning at The Jones Gordon School
Alex is an extremely personable third grader in his first year at the Jones-Gordon School. He gives the best high-fives and hugs and makes everyone around him feel happy. He enjoys writing class and aspires to be either a fireman or builder or both! His teachers acknowledge how much enthusiasm Alex has for learning. He can always be counted on to participate …Read More »
Finneas Deegan, Fluent in French, First Rate Kid
Q. What is your favorite part of ISA? A. Playing with the other kids, math and meeting new teachers. Q. Do you think it's cool that you are fluent in French? A. Yes, my brain is bigger because I know all of these languages! Q. What do you want to be when you grow up? A. I want to be …Read More »
Kellan, Henry and Ella Love Pre-K at STA
Our Pre-K program provides an environment of warmth and trust where play leads to building self-esteem, problem solving, independence, creativity, and peer socialization. We introduce the wonderful world of literature, language, and imagination to students through listening and the sharing of their own stories. Children develop the skills of concentration and focusing attention on others, important stepping-stones towards kindergarten readiness. Hands-on math and …Read More »


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Hey there, everyone! Today, I'm excited to share with you my simple spring tablescape that I put together. I'm joining 22 other bloggers who have been sharing their stunning spring tables throughout this week. Ever… [Continue Reading]
Outdoor Spring Cleanup and Maintenance
Spring has sprung and, while some may still be dealing with blizzard conditions, here in Arizona we're dealing with gorgeous temps that are making us want to spend more and more time outside. It's also… [Continue Reading]
DIY Valentine's Day Cupcake Toppers
Hey everyone! Believe it or not, Valentine's Day is just around the corner! I feel like I have barely gotten over Christmas, and we're halfway through January! We don't do a whole lot for Valentine's… [Continue Reading]
DIY Holiday Drink Stirrers/Markers
'Tis the season for holiday cocktails, but there's always that moment at every holiday gathering where you can't remember which glass is yours. Was yours the fuller one? Was yours on the left or on… [Continue Reading]
DIY Wood Slice Inlay Ornaments
Hey everyone! I've got a great gift idea to share with you all today! I love to give gifts with sentiment and these wood slice inlay ornaments are both sentimental and can be displayed for… [Continue Reading]
How To Flock A Christmas Tree
I'm not sure exactly when the trend started picking back up, but flocked Christmas trees are all the rage right now, and I am 100% on board! In fact, I got my first flocked Christmas… [Continue Reading]
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But back to my original question, does anyone here on CEG know this car? Did it ever belong to a member? With that storied of a history, it should be pretty easy to remember.
Last year I saw a black one in New Berlin ( not Poles ) around Greenfield and Calhoun. What dealer is the car at?
UBB.threads™ 6.2.3
Generated in 0.002 seconds in which 0 seconds were spent on a total of 4 queries. Zlib compression enabled.


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Our main focus is to deliver high quality images for merchandise intended for sale and physical products like textiles, artwork, magnets, wall-art, calendars, toys, stationery, greeting cards, and any other physical reproduction for resale or distribution.
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