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Oktoberfest - Live Music at
Saturday, October 8, 2016 - 10:00am to 7:00pm
Stone Hill Winery
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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:

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.


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 Show Attend and Tell .

hard attention

People . If you’d like to read up on RNNs I recommend theses from Alex Graves , DREAM PAIRS Womens North Faux Fur Mid Calf Winter Snow Boots Linxbeige White tAtYiZ3
and Tomas Mikolov . For more about REINFORCE and more generally Reinforcement Learning and policy gradient methods (which REINFORCE is a special case of) David Silver ’s class, or one of Pieter Abbeel ’s classes.


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 this gist 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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