![]() +We thank Simon Lacoste-Julien from SIERRA team at INRIA, for providing us access to two Titan Black GPUs.ĭiff -git a/ deepmind-qa/cnn/stats/training/vocab.txt b/ deepmind-qa/cnn/stats/training/vocab. +We would like to thank the developers of Theano, Blocks and Fuel at MILA for their excellent work. (), by Karl Moritz Hermann, Tomáš Kočiský, Edward Grefenstette, Lasse Espeholt, Will Kay, Mustafa Suleyman and Phil Blunsom, Neural Information Processing Systems, 2015. +Be careful to set your `THEANO_FLAGS` correctly! For instance you might want to use `THEANO_FLAGS=device=gpu0` if you have a GPU (highly recommended!) +To train a model (see list of models at the beginning of this file), run: +This will copy our vocabulary list `vocab.txt`, which contains a subset of all the words appearing in the dataset. + cp deepmind-qa/* $DATAPATH/deepmind-qa/ The training questions are expected to be in `$DATAPATH/deepmind-qa/cnn/questions/training`. +Set the environment variable `DATAPATH` to the folder containing the DeepMind QA dataset. +The corresponding dataset is provided by () but if the script does not work (or you are tired of waiting) you can check () by (). + pip install git+git:///mila-udem/blocks-extras.git +Anaconda also includes a Bokeh server, but you still need to install `blocks-extras` if you want to have the plot: + pip install git+git:///mila-udem/blocks.git -r + pip install git+git:///mila-udem/fuel.git + pip install git+git:///Theano/Theano.git +We recommend using () and installing them with the following commands (where `pip` refers to the `pip` command from Anaconda): +* Blocks Extras and a Bokeh server for the plot +Here is an example of attention weights used by the attentive reader model on an example: +We trained the three models during 2 to 4 days on a Titan Black GPU. +- `deep_bidir_lstm_2x128` implements a two-layer bidirectional LSTM reader ![]() +- `deepmind_attentive_reader` reproduces the experimental settings of the DeepMind paper for the Attentive reader +- `deepmind_deep_lstm` reproduces the experimental settings of the DeepMind paper for the LSTM reader The corresponding dataset is provided by () but if the script does not work you can check () by (). CyBOK will be a guide to the body of knowledgethe knowledge that it codies already exists in literature such as textbooks, academic research articles, technical reports, white papers and standards. ![]() +The three models implemented in this repository are: This repository also contains an implementation of a Deep Bidirectional LSTM. This repository contains an implementation of the two models (the Deep LSTM and the Attentive Reader) described in *Teaching Machines to Read and Comprehend* by Karl Moritz Hermann and al., NIPS, 2015. Update README.md with more precise installation instructions. ![]()
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![]() ![]() People can't lose conciousness just like that and I never suffered from narcolepsy! I wanted to get out so badly and to not fall asleep. However, regardless of my struggle with Morpheus, my loud snoring sounded from the back seat within a couple of minutes. It looked like all the pioneers who had been in Sovyonok had got onto this bus! It was too slow in my opinion! I was so tired that my eyes started to close.Īnd what about Yulya? Did I just leave her alone there? We're going in the same direction for the time being anyway. On the other hand, the actions of the camp leader seemed strange. On one hand, it would be faster to go by bus, this road should lead to the city. That's why we're going there – to see for ourselves! I could ask you the same thing! You said a disaster had happened, and now you. Semyon! Why didn't you come back? I asked you to! The bus slowly stopped next to me, the door opened and. How does she manage to appear and disappear so unnoticeably? I was almost sure that I would reach it, then I heard sounds of a car horn from behind.Ī bus, an Icarus, approached us fast, cutting through the night darkness with its lights. It seemed like for the first time today we got a bit closer to the city, like a hundred metres or so. Yulya stared hard at me for some time, but then took a couple of steps forward, as if inviting me to follow her. The characters are too weak to be memorable, and getting through it was tedious at times.I shrugged my shoulders, trying to express a minimum of interest. My final rating might seem a bit harsh but compared to the life changing VN”S I had the pleasure of reading later on, it just can”t compare. The way Yulya came in and tried to tie together all the routes as one was not the smoothest thing I’ve seen. I like when writers manage to set in logical rules for their fantasy worlds. Regarding the true ending, I thought it was really good. This design choice made the first play through way more enjoyable than the additional ones, where your only goal is checking all the flags so you can experience the true ending. You have to replay (with skip enabled of course) the same parts of the story constantly to get small additional scenes with each characters. The problem lies when you try to go for more than one ending. It is like a point system where every single decision gives points toward getting a particular ending. One of the aspects of Everlasting Summer that turned me off was the way the choice system was made. The rebellion of Alicia, the twisted mind of Lena, the pure Slavya and the insane bloodbath that is Miku”s route are all well thought off. Honestly, the routes were good enough and very diverse in style. It”s filled with entrancing melodies that seem simple, but always have hints of mystery and charm. However, the soundtrack as been playing in my main playlist this whole time. However if you go into it without these expectations, you will be met with an incredible world, enchanted by a spectacular soundtrack that keeps the whimsical aura alive throughout the whole story.īeing that I read it in such a short time-span and that it as been about a year, I don”t remember the specific details of each character in that much details. If you go into this visual novel expecting to connect and relate to the main girls and then explore different psychological elements, then you will probably be disappointed. The story of Everlasting Summer, is more about the main character”s journey through solving these issues. ![]() My gripes with this novel come with the fact that the characters do not get much development and are not portrayed as being very deep. The setting is enchanting and mystical, without feeling forced or implausible. As the title I used suggest, this tale has a very strong atmosphere to it. The main draw is the premise, our main character Semyon being thrown into some form of “scout camp” at a moment where his life seemed like it was going nowhere. I had fairly high expectations, as my 2 prior experiences had been wonderful.Īs a free experience, ES offers a lot of interesting narrative paths. I had a completely free weekend on my own at my apartment, and I decided to binge through it accompanied by pizza and my most comfy pajamas. Fresh out of my enjoyable experience from Katawa Shoujo, I was pointed towards the next free visual novel of choice, the Russian made Everlasting Summer. ![]() ![]() ![]() This decreases the amount of vibrational energy sent to the sensitive cochlea - the part of the ear that converts sonic vibrations into electrical impulses for processing by the brain. When confronted with a high-intensity stimulus, the middle ear muscles involuntarily contract. This helps you avoid stereo spread that sounds like phasey mush. In a full mix, use the Haas effect on one or two instruments at most. ![]() ![]() You can apply additional effects to one or both sides, like subtle LFO-controlled modulation or filter effects.Ī word of caution: Don’t overdo it. You’ll also want to tweak the levels of each side (relative to each other) to maintain the right balance in the mix and the desired general left/right balance within the stereo spectrum. This is something to consider if you’re primarily making music for clubs, radio, or other mono playback environments. Remember: The shorter the delay time, the more susceptible the sound is to unwanted comb filtering when the channels are summed to mono. Meanwhile, very long delays will break the illusion, and you’ll start to hear two distinct and separate sounds. Just be aware that by doing this you’re also making it more “unfocused.” But for pads and background guitars, this is often entirely appropriate.Īs you play with the delay’s time setting, you’ll notice that very short delays result in a pretty nasty out of phase sound. For example, you might want to spread your ethereal synth pad to epic proportions. Of course, there’s nothing stopping you from slightly delaying one side of a real stereo sound. The answer lies in “Haasing it up” and panning your mono signal both ways. At the same time, you don’t want to unbalance the mix by only panning to one side or the other. You can also use this technique to pan a mono signal away from a busy center in order to avoid masking from other instruments. This tricks the brain into perceiving more width and space, while leaving the center wide open for other instruments. Then, you could delay one of the layers by between about 10-35ms. To thicken and/or spread out a mono sound source, it’s a good trick to duplicate the part, and then pan each layer to the sides. The direction of the original sound would be preserved, but because of the subtle phase difference, the early reflections/delayed copy would add extra spatial presence to the perceived sound. His conclusion was that as long as early reflections and identical copies of original sounds are heard less than 35ms after (and at a level no greater than 10dB louder than the original), the two sounds will be interpreted as one. Haas was studying how ears interpreted the relationship between originating sounds and their “early reflections” within a space. ![]() ![]() ![]() When the geniuses discover that their unscrupulous mentor Professor Hathaway (William Atherton) has had them working on a secret weapon for the military, they plot an elaborate revenge. Hathaway, I saw your show the other night on radioactive isotopes and I’ve got a question for you. The films screenplay was written by Neal Israel, Pat Proft, and Peter Torokvei. Supposedly hard at work on a lab project, they still find time to turn the dorm into an ice-skating rink, dismantle a nerd's car and reassemble it in his room, and throw a beach party in the auditorium complete with a lagoon and bikini-clad beauties. Real Genius is a 1985 science fiction comedy film directed by Martha Coolidge. Chris (Val Kilmer) is the top brain who just wants to party, Mitch (Gabe Jarret) is the 16-year-old whiz kid, and Lazlo (Jonathan Gries), America's number one brain, literally lives in a world of his own. Hold on for a freewheeling, uproarious look at just how much mischief a bunch of high-IQers can concoct. When a group of crazy college geniuses put their heads together, almost anything can happen. ![]() Their plan culminates in an incredible scheme that outsmarts the military and convinces the professor that it doesn't pay to fool with a Real Genius!! ![]() Supposedly hard at work on a lab project, they still find time to turn the dorm into an ice-skating rink, dismantle a nerd's car and reassemble it in his room, and throw a beach party in the auditorium complete with a lagoon and bikini-clad beauties. Lundgren, I’d think he was a fun guy to hang out with and good at sports, but wouldn’t have imagined he reportedly has an IQ of around 160 he speaks 7 languages (French, Swedish, German, English, Spanish, some. I guess the phrase you can’t judge a book by its cover is true. When a group of crazy college geniuses put their heads together, almost anything can happen. Today I Found Out that Dolph Lundgren (A.K.A. ![]() |
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