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Capsule Networks (CapsNets) – Tutorial

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CapsNets are a hot new architecture for neural networks, invented by Geoffrey Hinton, one of the godfathers of deep learning. NIPS 2017 Paper: * Dynamic Routing Between Capsules, * by Sara Sabour, Nicholas Frosst, Geoffrey E. Hinton * https://arxiv.org/abs/1710.09829 The 2011 paper: * Transforming Autoencoders * by Geoffrey E. Hinton, Alex Krizhevsky and Sida D. Wang * https://goo.gl/ARSWM6 A 2018 paper submitted to ICLR 2018 (under review): * Matrix capsules with EM routing * https://openreview.net/pdf?id=HJWLfGWRb CapsNet implementations: * My TensorFlow implementation: https://github.com/ageron/handson-ml/blob/master/extra_capsnets.ipynb It is presented in my video: https://youtu.be/2Kawrd5szHE * Keras w/ TensorFlow backend: https://github.com/XifengGuo/CapsNet-Keras * TensorFlow: https://github.com/naturomics/CapsNet-Tensorflow * PyTorch: https://github.com/gram-ai/capsule-networks Book: Hands-On Machine with Scikit-Learn and TensorFlow O'Reilly, 2017 Amazon: https://goo.gl/IoWYKD Github: https://github.com/ageron Twitter: https://twitter.com/aureliengeron Slides: https://www.slideshare.net/aureliengeron/introduction-to-capsule-networks-capsnets Errata: * At 15:47, in the margin loss equation, the max should be squared, but not the norm: L_k = T_k max(0, m+ − ||v_k||)² + λ (1 − T_k) max(0, ||v_k|| − m−)². Therefore, at 16:08, the network should output a vector whose length (not squared length) is longer than 0.9 for digits that are present, or smaller than 0.1 for digits that are absent. I'll clarify this point in my next video on implementing Capsule Networks.

Poslední stažení před 2 hodinami

Space Prison Colonies

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Get a free month of Curiosity Stream: http://curiositystream.com/isaacarthur Many a land was settled by exiles and prisoners, and many a science fiction story contemplates that we may use such methods when colonize new worlds. But are such methods viable? and what methods might we use in the future for dealing with criminals? Visit our Website: http://www.isaacarthur.net Support us on Patreon: https://www.patreon.com/IsaacArthur SFIA Merchandise available: https://www.signil.com/sfia/ Social Media: Facebook Group: https://www.facebook.com/groups/1583992725237264/ Reddit: https://www.reddit.com/r/IsaacArthur/ Twitter: https://twitter.com/Isaac_A_Arthur on Twitter and RT our future content. SFIA Discord Server: https://discord.gg/53GAShE Listen or Download the audio of this episode from Soundcloud: Episode's Audio-only version: https://soundcloud.com/isaac-arthur-148927746/space-prison-colonies Episode's Narration-only version: https://soundcloud.com/isaac-arthur-148927746/space-prison-colonies-narration-only Credits: Space Prison Colonies Episode 170, Season 5 E04 Written by: Isaac Arthur Editors: Gloria Meadows Keith Blockus Sigmund Kopperud Matthew Acker Matthew Campbell Cover Art: Jakub Grygier https://www.artstation.com/jakub_grygier Graphics by: Bryan Versteeg http://spacehabs.com Fishy Tree https://www.deviantart.com/fishytree/ Jeremy Jozwik https://www.artstation.com/zeuxis_of_losdiajana Ken York https://www.facebook.com/YDVisual/ LegionTech Studios https://hades9.com Produced & Narrated by: Isaac Arthur Music Manager: Luca DeRosa - lucaderosa2@live.com Music: Scott Buckley, "Red" http://www.scottbuckley.com.au Taras Harkavyi, "Alpha and..." https://www.discogs.com/artist/625697-Taras-Harkavyi Stellardrone, "Between the Rings" https://stellardrone.bandcamp.com A.J. Prasad, "Staring Through, pt 2" https://www.youtube.com/watch?v=xA8-7qwaEPU Scott Buckley, "Titan" http://www.scottbuckley.com.au Denny Schneidemesser, "Luminous Rays" https://soundcloud.com/denny-schneidemesser

Poslední stažení před 4 hodinami

TomTom Start 20 Hands-on Review (India): The Perfect Travel Companion At Budget!

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After the Unboxing & Hardware Tour video, this is an in-depth review of TomTom India's 'Start 20' device.http://fkrt.it/6M6r5LNN Read even more detailed blog post here - http://digitalconqurer.com/gadgets/tomtom-start-20-in-depth-review-india/ Tomtom Start 20 has recently launched in the entry-level segment of GPS navigation devices available in India, and is a feature rich device for sub 10K (INR) price bracket. GPS navigation devices like Start 20 were far too expensive and had limited features before the entry of Start series by TomTom in India. This device has a 4.3-inch screen, a comprehensive software with maps of 7300 cities and towns of the country. And more details and corrections added almost daily. In this video I have tested the TomTom's one of a kind premium features like Map Share or Map Corrections. The TomTom Start 20 comes with voice guidance in 14 Indian languages like Marathi, Hindi, Tamil, Bhojpuri, Punjabi & Bengali. In the box, you will find USB car charger, USB data /charging cable, Sticket Plate, User Guide, Dashboard Mount & Device. Check out this complete Hands-on Review of TomTom Start 20, and let us know what you think about it in comments section below. The product is available to purchase here - http://fkrt.it/6M6r5LNN For more such reviews, unboxing and news, Subscribe to Digital Conqurer here - http://bit.ly/1fLS6UR or Check out our 600+ reviews on our blog here - http://digitalconqurer.com Like us on Facebook - http://on.fb.me/1gYz22r Follow my ech, Animation & Gaming Updates on Twitter here - @amolwagh (or use this link - http://bit.ly/1n37Oz2)

Poslední stažení před 55 minutami

Acer Aspire 1 Budget Laptop Review: $220 14 inch 1080p, N3450 processor A114-31-C4HH

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Buy it on Amazon - http://lon.tv/rmsbg (affiliate link) - Acer's new $220 Aspire 1A114-31-C4HH packs in a new Intel Apollo Lake Processor N3450 with 4GB of RAM. It performs well but I wish had more storage and a better quality display. See more laptops: http://lon.tv/laptops and subscribe! http://lon.tv/s VIDEO INDEX: 00:42 - Display 01:35 - Ram, Storage and Upgradeability 02:10 - Processor 02:35 - Weight and build quality 02:50 - Battery Life 03:16 - Keyboard and trackpad 03:43 - Ports and connectors 04:28 - Display hinge 04:43 - Audio quality 04:59 - Performance: YouTube / Netflix 05:29 - Performance: Web browsing 05:47 - Browserbench speedometer benchmark 06:08 - Performance: Office and Word 06:19 - Gaming: Minecraft 06:56 - Gaming: Half Life 2 07:34 - 3DMark gaming benchmark discussion 08:53 - Kodi and HEVC high bitrate video 10:08 - Linux support 10:26 - Conclusion and final thoughts This fanless laptop performs quite nicely with the new Intel processor inside. Web browsing feels fast and snappy compared to prior generation laptops around this price point. It's funny what a difference a year can make in low end PC performance. 4GB of RAM is good for multitasking. While I like the performance I was disappointed that the laptop has so little storage. 32GB isn't much and it will prevent the installation of more applications. SD cards inserted into the laptop's card reader do not sit flush to the unit making carrying additional storage less convenient. The 14th display, while large and at a nice 1080p resolution is a very low quality TN display. If the screen is not positioned properly the image will look washed out or lose its clarity. Video playback is dramatically improved over prior generation hardware and it should have no issues playing back HEVC video : even the high bit rate stuff. I was impressed to see that on a low cost laptop. Overall this isn't a bad deal for the price tag. I would have liked to see more storage but if you're looking for a Windows laptop to run a few applications and spend the rest of your time in the cloud this should be sufficient. Links: Edge vs. Chrome on low end PCs: https://www.youtube.com/watch?v=fxpVsAqIN2M HP's stealth computer of 2016: https://www.youtube.com/watch?v=wetTily_L8E Find the Jelly Fish test video here: http://lon.tv/jellyfish Subscribe to my email list to get a weekly digest of upcoming videos! - http://lon.tv/email See my second channel for supplementary content : http://lon.tv/extras Visit the Lon.TV store to purchase some of my previously reviewed items! http://lon.tv/store Read more about my transparency and disclaimers: http://lon.tv/disclosures Want to chat with other fans of the channel? Visit our forums! http://lon.tv/forums Want to help the channel? Start a Patreon subscription! http://lon.tv/patreon or donate to my Tip Jar! http://lon.tv/tipjar or contribute via Venmo! lon@lon.tv Follow me on Facebook! http://facebook.com/lonreviewstech Follow me on Twitter! http://twitter.com/lonseidman Catch my longer interviews in audio form on my podcast! http://lon.tv/itunes http://lon.tv/stitcher or the feed at http://lon.tv/podcast/feed.xml Follow me on Google+ http://lonseidman.com

Poslední stažení před 30 minutami

Gotta' Gun? The Galco Answer

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If you apply Rule One of the Gun Fight then you might be looking for the right carry rig. This will be all day comfortable, represent good value (some don’t), carries invisibly, and is durable. Enter some of my favorite Galco Holsters, shown here. The Jackass Rig, Miami Classic II, and Galco Classic Lite are the stars here and I have experience with each. In fact I frequently carry a Glock 20 10mm in these rigs. Some leather rigs cost too much to interest me and have NO better quality and comfort. These Galco rigs even allow comfortable carry of MAJOR power Glock 20 10mm pistols…I know because I’m doing it daily now in a Galco Jackass leather rig (shown). Most of ya’ll carry IWB but each should revisit the Galco shoulder holster option. If you do you just may find you have that gun you need instead of left on the dresser. Nutnfancy Likability Scale on rigs shown: 5 Stars Buy at Amazon below to save money; that’s where we buy them: Galco Classic Lite holsters, most Glocks will fit this!: http://amzn.to/2hrxu8e Galco Classic Lite holsters Glock 43, Springfield XDS: http://amzn.to/2hrxEfQ Galco Classic Lite holsters Sig P220, P228,P226 series: http://amzn.to/2gHXf61 Galco JACKASS Rig 1911s (I would carry a 1911 with this!): http://amzn.to/2gx9XkV Galco JACKASS Rig Glock 17 22 Glock 31: http://amzn.to/2hJRK4G Galco JACKASS Rig Sig P226, P series: http://amzn.to/2hJTVVB Galco JACKASS Rig 10mm Glock 20 21: http://amzn.to/2hBrLAi Galco Miami Classic Glock 17 and like: http://amzn.to/2hJUXBf Galco Miami Classic II Glock 17 22 and like (carries mags horiz): http://amzn.to/2hK0w2s Galco Miami Classic II Sig P 226 and like (carries mags horiz): http://amzn.to/2htHr5R Galco VERT Holster G19 23 (not shown, maybe later): http://amzn.to/2hrEdiQ Galco Pocket Holster KelTec P3AT, LCP, P32 and like: http://amzn.to/2hK3vI8 Galco Pocket Holster Glock 42: http://amzn.to/2hK2zna Galco preferred suede IWB Glock 19 23: http://amzn.to/2hBAbaY Galco KT224B Kingtuk IWB Glock 17 & most others: http://amzn.to/2hBu2LI

Poslední stažení před 22 minutami

Sketch 3 Tutorial • Nike Store UI Redesign • Sketchapp Tutorial & Design Workflow

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DevMountain UX Bootcamp: https://goo.gl/GiqoDy ► Buy me a coffee here: http://www.patreon.com/maex ► Website: http://sketchapp.tv ► Twitter: http://twitter.com/sketchapptv ► Newsletter: http://eepurl.com/8wIKj ► InVision: Free Web & Mobile Prototyping (Web, iOS, Android) and UI Mockup Tool: http://bit.ly/amazing_prototyping • Support us by purchasing premium Sketch files here: http://ui8.net?rel=max --------------------------------------------------------------------------------------------- I hope you like it! Sketch Ebook: http://bit.ly/sketchebook FREE DOWNLOAD: https://www.dropbox.com/s/z2joborck7ss21z/nikeredesign.sketch Material Icons: http://browse.sketchapp.tv/post/111639666960/material-icons MORE COMING SOON - SO SUBSCRIBE! :) Nike is well designed. Nevertheless we should always try to improve UX of websites using design tools like Sketch 3. --------------------------------------------------------------------------------------------- My Camera (Canon EOS 70D) USA: http://amzn.to/2mozZuy Germany: http://amzn.to/2mi5GsC My main lens (Tokina 11-20mm 2.8) USA: http://amzn.to/2mwsUax Germany: http://amzn.to/2llhbLX My secondary lens (Tamron 24-70mm 2.8) USA: http://amzn.to/2lQLZaG Germany: http://amzn.to/2lGPE8A My flexible vlogging tripod (Joby Gorillapod) USA: http://amzn.to/2lGQIeB Germany: http://amzn.to/2mhXPLM My portable DSLR mic (Rode VideoMic Pro) USA: http://amzn.to/2laQFUH Germany: http://amzn.to/2moSPBX My stationary tutorial mic (Rode NT-USB) USA: http://amzn.to/2moX6Ft Germany: http://amzn.to/2lGOhH4 My action camera (Gopro Hero 5, newer model) USA: http://amzn.to/2lvDG0O Germany: http://amzn.to/2l8D4lD --------------------------------------------------------------------------------------------- About: Sketchapp TV features one free premium Sketch 3 resource a day. 365 days a year. Sketchapp TV provides free Sketch 3 tutorials and videos about Sketch 3 plugins and prototyping using InVision, Marvel & Principle. The Sketch 3 videos cover topics like designing for iOS, Android, Web UIs and designing icons. New videos include topics about UI/UX, freelancing, life as a designer and much more! Sketch 3, Sketchapp, Sketchapp 3, Sketch 3 Tutorials.

Poslední stažení před 22 minutami

How to make cabinet doors by auto nesting CNC router?

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We should say goodbye to the traditional hand making technique for cabinet doors, Instead, STYLECNC will offer a full automatic CNC solutions for your cabinet door making. In recent years, customized cabinet furniture has become a buzzword, which has also led to the increasing popularity of auto nesting CNC router. It enables the furniture factory no longer rely on workers and can be better improve management, so auto nesting CNC routers make furniture production more simplistic. Some furniture manufacturers focus on produce cabinet body and some focus on cabinet doors, sure, the bigger manufacturers can do all the parts of cabinets themselves. STYLECNC will tell you how to make cabinet doors by auto nesting cnc router in the video above. Including how to do design by auto nesting software, how does the CNC router working, how to clean MDF board by CNC sanding machine and how to cover PVC by the vacuum membrane machine, etc. The video above shows the whole process for cabinet doors making by STYLECNC STM1325D ATC CNC router, CNC sanding machine and vacuum membrane machine. Sure, the ATC CNC router can be replaced by another CNC machine, such as penumatic ATC CNC router S1-IV or economical STM1325-3T, STM1325-4T CNC router. If you want to know more about how STYLECNC machine to do customized cabinet doors,welcome to visit website: https://www.stylecnc.com/cnc-wood-router/ https://www.stylecnc.com/furniture-production-line/ or email to us by info@stylecnc.com Free chat online by wechat,whatsapp: +86-18766148818. STYLECNC keep updating on Youtube with new videos, welcome to subscribe to our channel.

Poslední stažení před 16 minutami