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Menu
Oktoberfest - Live Music at
Saturday, October 8, 2016 - 10:00am to 7:00pm
Stone Hill Winery
Delectable Cupcake Release – Irish
Saturday, October 8, 2016 - 11:00am to Sunday, October 9, 2016 - 7:00pm
Weston Wine Company

It’s Weston’s Irish Fest weekend, which means our much loved Irish Cream cupcakes are back! They’re only $1.99/each, $10.99 for a 6-pack or $19.99/dozen! Feel free to call us at (816) 386-2345 to reserve your cupcakes as they’re only available while supplies last. No reservations are needed for our standard wine tasting - just stop by during business hours to tantalize your taste buds!

Harvest Festival at St. James Winery
Saturday, October 8, 2016 - 11:00am to 9:00pm
St. James Winery Public House Brewing Company

St. James Winery and Public House Brewing Company invite you to their 1st Annual Harvest Festival. This family-friendly Italian heritage event celebrates the bountiful harvest and will kick off at 11 a.m. on Saturday morning. Festival activities include:

Farmer’s Market

11 a.m. – 4 p.m.

Family Activities Games

11 a.m. – 3 p.m. – Face Painting, Pumpkin Painting, Hula Hoop Contest, Pumpkin Toss

4 p.m. – 6 p.m. – Learn Play Bocce Ball

Live Music Dance

12 p.m. – 2 p.m. – Clayton Caspari

3 p.m. – Italian Dance Performance

4 p.m. – 6 p.m. – Red Velvet Crush

7 p.m. – 10 p.m. – Rosewood Band

Winery Brewery Tours

1 p.m. – St. James Winery Vineyard Tour Tasting

3 p.m. – St. James Winery Back Stage Tour with Hands-On Blending Lesson

4 p.m. – Public House Brewing Company Back Stage Tour with Beer Styles 101

Food Drink

All Day – Italian-Style Food Specials

6 p.m. – 7 p.m. – Mixology demonstrations

Event URL: http://www.stjameswinery.com/

Excelsior Springs Chamber Trolley Wine Tour
Saturday, October 8, 2016 - 11:00am to 4:00pm
Willow Spring Mercantile
Jam Sandwich Live at Blumenhof Winery
Saturday, October 8, 2016 - 11:00am to 2:00pm
Blumenhof Winery

Jam Sandwich (Blues/Rock) will perform at Blumenhof Winery in Dutzow, MO on Saturday, October 8 from 11am to 2pm.

Gerry Huggins at Chaumette
Saturday, October 8, 2016 - 1:00pm to 4:00pm
Chaumette Vineyard Winery
Butch Wax and the Hollywoods
Saturday, October 8, 2016 - 4:00pm to 7:00pm
Blumenhof Winery

Butch Wax and the Hollywoods (Soul/RB Band) will perform at Blumenhof Winery in Dutzow, MO on Saturday, October 8 from 4-7pm.

The concept of attention is the most interesting recent architectural innovation in neural networks.

attention

Now, I don’t want to dive into too many details but a soft attention scheme for memory addressing is convenient because it keeps the model fully-differentiable, but unfortunately one sacrifices efficiency because everything that can be attended to is attended to (but softly). Think of this as declaring a pointer in C that doesn’t point to a specific address but instead defines an entire distribution over all addresses in the entire memory, and dereferencing the pointer returns a weighted sum of the pointed content (that would be an expensive operation!). This has motivated multiple authors to swap soft attention models for hard attention where one samples a particular chunk of memory to attend to (e.g. a read/write action for some memory cell instead of reading/writing from all cells to some degree). This model is significantly more philosophically appealing, scalable and efficient, but unfortunately it is also non-differentiable. This then calls for use of techniques from the Reinforcement Learning literature (e.g. REINFORCE) where people are perfectly used to the concept of non-differentiable interactions. This is very much ongoing work but these hard attention models have been explored, for example, in Inferring Algorithmic Patterns with Stack-Augmented Recurrent Nets , Reinforcement Learning Neural Turing Machines , and AllhqFashion Womens Frosted Round Closed Toe Solid Lowtop LowHeels Boots Black wFhp9lj2
.

hard attention

People . If you’d like to read up on RNNs I recommend theses from CafePress Patterns and Artsy Flip Flops Funny Thong Sandals Beach Sandals Orange HIImlJZiwy
, Ilya Sutskever and Sorel Yaquine Moc Slipons Womens Style Nl2031 Womens Grill/Yellow Curry l2hUT
. For more about REINFORCE and more generally Reinforcement Learning and policy gradient methods (which REINFORCE is a special case of) OZZEG Womens Leather Comfort SlipOn Penny Loafer Flat Shoes Pig Leather Grey 61CGVZbsEq
’s class, or one of InterestPrint Womens Classic Fashion High Heel Platform Pumps Forest Floral Colorful Pattern Dw1Hz
’s classes.

People

Code . If you’d like to play with training RNNs I hear good things about keras or passage for Theano, the released with this post for Torch, or CafePress lacrose Green and Blue Flip Flops Funny Thong Sandals Beach Sandals Orange ECLaJEfH
for raw numpy code I wrote a while ago that implements an efficient, batched LSTM forward and backward pass. You can also have a look at my numpy-based NeuralTalk which uses an RNN/LSTM to caption images, or maybe this Caffe implementation by Jeff Donahue.

We’ve learned about RNNs, how they work, why they have become a big deal, we’ve trained an RNN character-level language model on several fun datasets, and we’ve seen where RNNs are going. You can confidently expect a large amount of innovation in the space of RNNs, and I believe they will become a pervasive and critical component to intelligent systems.

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