🧔เมื่อพูดถึงศาสตร์ AI หรือปัญญาประดิษฐ์
มันมีมานานแล้ว และก่อนที่มันจะนิยมในยุคนี้
ครั้งหนึ่งโลกเราเคยอยู่ในยุค AI Winter
หรือฤดูหนาวของ AI
หมายถึงช่วงเวลา ที่เกือบทุกภาคส่วน
ต่างหันหลังให้กับคำว่า AI
บริษัทต่างๆ ไม่ได้โฟกัส ไม่ไส่ใจลงทุน หรือวิจัยงานด้านนี้เท่าไร
.
💥 แต่เมื่อ Deep learning (การเรียนรู้เชิงลึก)
ซึ่งเป็นสาขาหนึ่งของ AI ได้ก้าวเท้าเข้ามา
ก็จุดประกายให้ศาสตร์นี้กลับมาบูมอีกครั้ง
อย่าง Machine learning ที่เป็นซุปเปอร์เซต
ของวิชา Deep learning ก็กลับมาบูมด้วยเช่นกัน
ทั้งๆ ที่เมื่อก่อนก็ใช้กันเยอะอะนะ
.
เมื่อพูดถึงเทคนิคหนึ่งของ Deep learning
ที่เป็นที่นิยม ก็มีหลายตัว
...แต่วันนี้จะพูดถึงเทคนิคที่ชื่อ
➡ Convolutional Neural Networks
ชื่อย่อคือ ConvNet
หรือบางทีก็เรียก CNN (ไม่ใช่สำนักข่าวชื่อดังของอเมริกานะ)
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เทคนิคนี้นิยมใช้ในงานพวก Computer Vision
เอาไว้ทำให้คอมพิวเตอร์มีวิชั่นสายตามองเห็น 🤓
เหมือนสายตามนุษย์ก็ไม่ปาน ...เป็นไงเท่ห์เปล่า
(จริงๆ คอมมองเห็นรูปเป็นตัวเลขเท่านั้น แต่ใช้ AI ประมวลผลออกมาจึงเข้าใจ)
.
ตัวอย่างการประยุกต์ใช้เช่น
- Object detection เอาไว้ตรววจับวัตถุสิ่งของที่อยู่ในรูป แยกรูปสิ่งของจากภาพได้
- Face recognition เอาไว้รู้จำใบหน้า รู้อายุ เพศ สีหน้าอาการต่างๆ
- Image Classification เอาไว้แยกแยะรูปภาพ
เป็นต้น
.
✍ ผมเคยโน๊คเลคเชอร์วิชา
Convolutional Neural Networks เอาไว้
เผื่อมีใครกำลังเรียนอยู่
หรือสนใจเอาไว้ทบทวนได้ครับ
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๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘
และอยากจะขอประชาสัมพันธ์ (ขายของหน่อยนะ)
๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘๘
สำหรับใครที่สนใจหนังสือปัญญาประดิษฐ์ติดอันดับขายดี (Best seller)
ในหมวดหมู่คอมพิวเตอร์ของ MEB
📔 หนังสือ "ปัญญาประดิษฐ์ (AI) ไม่ยาก" เข้าใจได้ด้วยเลขม. ปลาย เล่ม 1 (เนื้อหาภาษาไทย)
สนใจสั่งซื้อได้ที่
👉 https://www.mebmarket.com/web/index.php…
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ตัวอย่างหนังสือ
👉 https://www.dropbox.com/s/fg8l38hc0k9b…/chapter_example.pdf…
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✍เขียนโดย โปรแกรมเมอร์ไทย thai progammer
When it comes to AI science or artificial intelligence.
It has been for a long time and before it's popular in this era.
Once in the world, we were in the AI Winter era.
Or the winter of AI
Means a moment in almost every part.
All turned away from AI
Companies don't focus. I don't want to invest or research on this side.
.
💥 but when Deep learning (depth learning)
One branch of AI has stepped foot in
Well sparked this science back boom again
Like machine learning that is super set
Deep learning subjects come back to boom as well.
I used it a lot before.
.
When it comes to one technique of Deep learning.
There are many of them popular.
... but today will talk about a technique named.
➡ Convolutional Neural Networks
The initials are ConvNet
Or sometimes called CNN (not American famous news agency)
.
This technique is used in Computer Vision work.
To make a computer have vision, eyesight 🤓
It's like human eyes. It's not like... It's cool.
(Actually, the computer can only see the photo as a number, but I use AI to process it so I understand.)
.
Examples of application, e.g.
- Object detection. Let's catch the objects in the picture. Separate the items from the picture.
- Face recognition to know. Remember face, age, gender, facial expressions, various symptoms.
- Image Classification to digest photos
Etc.
.
✍ I used to note Lakecher subjects.
Convolutional Neural Networks
In case anyone is studying.
Or if you are interested, you can review.
.
888888888888888888888888888888
And I want to ask for publicity (selling items)
888888888888888888888888888888
For anyone who is interested in the best selling Artificial Intelligence book (Best seller)
In the MEB computer category
📔 The book ′′ Artificial Intelligence (AI) is not difficult It can be understood by the number. End of book 1 (Thai language content)
If interested, order at.
👉 https://www.mebmarket.com/web/index.php?action=BookDetails&data=YToyOntzOjc6InVzZXJfaWQiO3M6NzoiMTcyNTQ4MyI7czo3OiJib29rX2lkIjtzOjY6IjEwODI0NiI7fQ&fbclid=IwAR11zxJea0OnJy5tbfIlSxo4UQmsemh_8TuBF0ddjJQzzliMFFoFz1AtTo4
.
A sample of books
👉 https://www.dropbox.com/s/fg8l38hc0k9b0md/chapter_example.pdf?fbclid=IwAR1DH5L4NPXTq0UEXsjcI-nxSyBoPzlCtaCM2t9RulNDi2bS3vaFpD8LmI0
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✍ Written by Thai programmer thai progammerTranslated
同時也有10000部Youtube影片,追蹤數超過2,910的網紅コバにゃんチャンネル,也在其Youtube影片中提到,...
「best deep learning book」的推薦目錄:
- 關於best deep learning book 在 โปรแกรมเมอร์ไทย Thai programmer Facebook 的最佳解答
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- 關於best deep learning book 在 Racheal Kwacz - Child & Family Development Specialist Facebook 的最佳貼文
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best deep learning book 在 國立陽明交通大學電子工程學系及電子研究所 Facebook 的最讚貼文
【演講】2019/11/19 (二) @工四816 (智易空間),邀請到Prof. Geoffrey Li(Georgia Tech, USA)與Prof. Li-Chun Wang(NCTU, Taiwan) 演講「Deep Learning based Wireless Resource Allocation/Deep Learning in Physical Layer Communications/Machine Learning Interference Management」
IBM中心特別邀請到Prof. Geoffrey Li(Georgia Tech, USA)與Prof. Li-Chun Wang(NCTU, Taiwan)前來為我們演講,歡迎有興趣的老師與同學報名參加!
演講標題:Deep Learning based Wireless Resource Allocation/Deep Learning in Physical Layer Communications/Machine Learning Interference Management
演 講 者:Prof. Geoffrey Li與Prof. Li-Chun Wang
時 間:2019/11/19(二) 9:00 ~ 12:00
地 點:交大工程四館816 (智易空間)
活動報名網址:https://forms.gle/vUr3kYBDB2vvKtca6
報名方式:
費用:(費用含講義、午餐及茶水)
1.費用:(1) 校內學生免費,校外學生300元/人 (2) 業界人士與老師1500/人
2.人數:60人,依完成報名順序錄取(完成繳費者始完成報名程序)
※報名及繳費方式:
1.報名:請至報名網址填寫資料
2.繳費:
(1)親至交大工程四館813室完成繳費(前來繳費者請先致電)
(2)匯款資訊如下:
戶名: 曾紫玲(國泰世華銀行 竹科分行013)
帳號: 075506235774 (國泰世華銀行 竹科分行013)
匯款後請提供姓名、匯款時間以及匯款帳號後五碼以便對帳
※將於上課日發放課程繳費領據
聯絡方式:曾紫玲 Tel:03-5712121分機54599 Email:tzuling@nctu.edu.tw
Abstract:
1.Deep Learning based Wireless Resource Allocation
【Abstract】
Judicious resource allocation is critical to mitigating interference, improving network efficiency, and ultimately optimizing wireless network performance. The traditional wisdom is to explicitly formulate resource allocation as an optimization problem and then exploit mathematical programming to solve it to a certain level of optimality. However, as wireless networks become increasingly diverse and complex, such as high-mobility vehicular networks, the current design methodologies face significant challenges and thus call for rethinking of the traditional design philosophy. Meanwhile, deep learning represents a promising alternative due to its remarkable power to leverage data for problem solving. In this talk, I will present our research progress in deep learning based wireless resource allocation. Deep learning can help solve optimization problems for resource allocation or can be directly used for resource allocation. We will first present our research results in using deep learning to solve linear sum assignment problems (LSAP) and reduce the complexity of mixed integer non-linear programming (MINLP), and introduce graph embedding for wireless link scheduling. We will then discuss how to use deep reinforcement learning directly for wireless resource allocation with application in vehicular networks.
2.Deep Learning in Physical Layer Communications
【Abstract】
It has been demonstrated recently that deep learning (DL) has great potentials to break the bottleneck of the conventional communication systems. In this talk, we present our recent work in DL in physical layer communications. DL can improve the performance of each individual (traditional) block in the conventional communication systems or jointly optimize the whole transmitter or receiver. Therefore, we can categorize the applications of DL in physical layer communications into with and without block processing structures. For DL based communication systems with block structures, we present joint channel estimation and signal detection based on a fully connected deep neural network, model-drive DL for signal detection, and some experimental results. For those without block structures, we provide our recent endeavors in developing end-to-end learning communication systems with the help of deep reinforcement learning (DRL) and generative adversarial net (GAN). At the end of the talk, we provide some potential research topics in the area.
3.Machine Learning Interference Management
【Abstract】
In this talk, we discuss how machine learning algorithms can address the performance issues of high-capacity ultra-dense small cells in an environment with dynamical traffic patterns and time-varying channel conditions. We introduce a bi adaptive self-organizing network (Bi-SON) to exploit the power of data-driven resource management in ultra-dense small cells (UDSC). On top of the Bi-SON framework, we further develop an affinity propagation unsupervised learning algorithm to improve energy efficiency and reduce interference of the operator deployed and the plug-and-play small cells, respectively. Finally, we discuss the opportunities and challenges of reinforcement learning and deep reinforcement learning (DRL) in more decentralized, ad-hoc, and autonomous modern networks, such as Internet of things (IoT), vehicle -to-vehicle networks, and unmanned aerial vehicle (UAV) networks.
Bio:
Dr. Geoffrey Li is a Professor with the School of Electrical and Computer Engineering at Georgia Institute of Technology. He was with AT&T Labs – Research for five years before joining Georgia Tech in 2000. His general research interests include statistical signal processing and machine learning for wireless communications. In these areas, he has published around 500 referred journal and conference papers in addition to over 40 granted patents. His publications have cited by 37,000 times and he has been listed as the World’s Most Influential Scientific Mind, also known as a Highly-Cited Researcher, by Thomson Reuters almost every year since 2001. He has been an IEEE Fellow since 2006. He received 2010 IEEE ComSoc Stephen O. Rice Prize Paper Award, 2013 IEEE VTS James Evans Avant Garde Award, 2014 IEEE VTS Jack Neubauer Memorial Award, 2017 IEEE ComSoc Award for Advances in Communication, and 2017 IEEE SPS Donald G. Fink Overview Paper Award. He also won the 2015 Distinguished Faculty Achievement Award from the School of Electrical and Computer Engineering, Georgia Tech.
Li-Chun Wang (M'96 -- SM'06 -- F'11) received Ph. D. degree from the Georgia Institute of Technology, Atlanta, in 1996. From 1996 to 2000, he was with AT&T Laboratories, where he was a Senior Technical Staff Member in the Wireless Communications Research Department. Currently, he is the Chair Professor of the Department of Electrical and Computer Engineering and the Director of Big Data Research Center of of National Chiao Tung University in Taiwan. Dr. Wang was elected to the IEEE Fellow in 2011 for his contributions to cellular architectures and radio resource management in wireless networks. He was the co-recipients of IEEE Communications Society Asia-Pacific Board Best Award (2015), Y. Z. Hsu Scientific Paper Award (2013), and IEEE Jack Neubauer Best Paper Award (1997). He won the Distinguished Research Award of Ministry of Science and Technology in Taiwan twice (2012 and 2016). He is currently the associate editor of IEEE Transaction on Cognitive Communications and Networks. His current research interests are in the areas of software-defined mobile networks, heterogeneous networks, and data-driven intelligent wireless communications. He holds 23 US patents, and have published over 300 journal and conference papers, and co-edited a book, “Key Technologies for 5G Wireless Systems,” (Cambridge University Press 2017).
best deep learning book 在 Racheal Kwacz - Child & Family Development Specialist Facebook 的最佳貼文
ARE YOU READY FOR THIS??!?!?
We have some amazing workshops/activities/playdates/pop-ups lined up for the holiday season! There's bound to be a little something for everyone so please register early as we expect lots of excited, fun, mamas, daddies and little ones!
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🌈 30 Days, 30 tips
Join Racheal nightly for a mama and Child & Family Development Specialist tip covering topics like Respectful Parenting, marriage, food wars, sibling rivalry, work-life balance, #kacaumamahacks, tried-and-tested recommendations.
⏲️ Nightly
📍 instagram.com/rachealkwacz
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🌈 The children's house : MAMA & DADDY DATE NIGHT
(By invitation only)
📅 Saturday, November 9, 2019
⏲️ Session 1: 5pm - 7pm
⏲️ Session 2: 8pm - 10pm
📍 Alila Hotel, Bangsar
Ready for a night of joyful connection with your spouse? Needing a break from the relentless caring and parenting?
Come join Racheal Kwacz for a cosy romantic night of love and laughter with your partner-in-crime!
• Specially curated by Racheal Kwacz, Child & Family Development Specialist
• Extend the night at Alila Bangsar and enjoy the exclusive staycation rate
• Relax and enjoy the time together without having to worry about planning anything
• Rediscover and connect with your spouse in privacy
• Play, laugh, fall in love all over again with each other
• Meet other parents in the same season
• Appreciate and celebrate the joys of marriage and parenthood together
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🌈 Odyssey The Global Preschool Malaysia : MAMA TRIBE DAY OUT
(By invitation only)
📅 Wednesday, November 13, 2019
⏲️ 10am - 1pm
📍 Bucolic Café, Setia Avenue
Back by popular demand, come join Racheal Kwacz, Child & Family Development Specialist and mama for another Moms' Day Out where mothers will get to be seen, poured into, appreciated, and have a little bit of fun. So drop-off the kids at school, come over, and just be you for a little while.
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🌈 Supparetreat Alumni - #BetterTogether : CHARLIE'S ANGEL SCREENING
(By invitation only)
📅 Wednesday, November 13, 2019
⏲️ 7:30pm
📍 TGV, One Utama
This is an exclusive invite for our Supparetreat alumni in celebration of our sisterhood! Let's continue to empower all women.
*Limited to 30 spots only
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🌈 Playground Borneo: OH WHAT FUN!
📅 Saturday, November 16, 2019
⏲️ 1-6pm
📍 The Playground Borneo, Publika
Join us for an afternoon of Merry Making and get your Silly Season gifts sorted! Guests will get to have a lucky reading from the fortune readers of Borneo and create their own Bowerhaus hair slide. Holiday collections and gift sets from sereni & shentel, Bowerhaus, RoaSkye, rachealkate.
(rachealkate by Racheal Kwacz is a collection of thoughtfully curated gifts for littles that are developmentally-appropriate, non-toxic and safe, beautifully designed eco-friendly products made from sustainably sourced FSC-certified wood and paper and printed with vegetable and soy-based inks and water-based paints.
As a lover of encouragement and beautiful stationery, the store also carries the perfect little pick-me-up for a mama or her tribe.)
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🌈FrogAsia : LEAPS OF KNOWLEDGE CONFERENCE 2019
📅 Saturday, November 23, 2019
⏲️ 9-6pm
📍 JW Marriott, KL
Reignite your purpose! Leaps of Knowledge invites you to reignite joy and purpose in being a gamechanger in education. Listen, mingle, share and learn from the world's leading technologists, innovators, and shapers. Be part of the journey, book your tickets now!
Racheal will be leading two breakout sessions:
1. Applying Respectful Parenting Principles in the Classroom
What is Respectful Parenting? Is this applicable to me as an educator? What does the research say and why is this important? Come for an warm, engaging, dialogue on equipping and empowering classrooms and homes with tools to raising kind, compassionate, confident, resilient little ones.
2. Protective Behaviors and Body Safety Tips
1 in 10 children will be sexually abused before they turn 18, what can we do as educators and parents to protect our children? What are some of the best international practices that we need to incorporate in our classrooms and homes? Stand up and show up for our little ones as we teach them how to empower and defend themselves against predators.
Register at leapsofknowledge.com
RM 120 (earlybird) / RM 260
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🌈Respecting Parenting: Surviving to Thriving
📅 Saturday, November 30, 2019
⏲️ 10am - 6pm
📍 Stripes Hotel, KL
An exclusive one-day intensive workshop with Child & Family Development Specialist, Racheal Kwacz, discover a more intimate way of parenting and raising kind, compassionate, resilient, confident, little ones that won't divide or separate you from each other. Warm and engaging, Racheal will equip and empower you with helpful tools to really understand the heart of parenting with profound experientials, role-plays, dialogue and discussion, marrying the ideals of Respectful Parenting principles in a Asian context.
[ Topics that will be covered in the workshop ]
+ Understanding the why and our Heart-Gut-Brain connection
+ Creating firm boundaries without ruining the parent-child relationship
+ Marrying different parenting styles - spouse, parents, inlaws, outlaws, kakaks
+ Responding to your child and connecting empathy with rebellion
+ Turning tears into intimate moments of bonding that encourage progress
+ Communicating with your little one and learning to see the big picture in the little details
+ Coping with the loneliness and burn-out without losing yourself
+ Finding time and enjoying each other while juggling the responsibilities
[ Who is this workshop for? ]
This is for any parent whether you are in the planning stages and just trying to get equipped, pregnant and readying your ammo, or deep in the throes and trenches of parenting. It doesn't matter if you've never or already attended a Racheal Kwacz workshop, this is a comprehensive course that marries the best-of-the-best and promises an unforgettable confidence-building day that will radically change your parenting.
[ How much does it cost? ]
RM 895 / per person (early bird)
RM 995 / per person (regular)
RM 1595 / per couple (guardians of the same child)
Includes morning and afternoon tea break and workshop materials
To register, please email jasmine@suppagood.com
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🌈The Ritz-Carlton, Kuala Lumpur X Racheal Kwacz : TEDDY BEAR TEATIME
📅 Saturday & Sunday, December 7-8, 2019
⏲️ 2:30 - 5:30pm
📍 The Ritz-Carlton, KL
The much-loved Ritz-Carlton tradition continues with the Teddy Bear Teatime this festive season. Children will be most entertained building their own teddy bears while delighting in the delicious teddy-bear themed afternoon tea. Curated and hosted by Child & Family Development Specialist, Racheal Kwacz, enjoy an afternoon of delightful surprises and family time together.
To register or for more info:
Whatsapp : 018-929-2174 / Email: dining@ritzcarltonkl.com
RM 160 per adult / RM 115 per child under 12
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🌈 The Children's House: FAMILY DAY OUT!
(By invitation only)
📅 Saturday, December 14, 2019
⏲️ 9am-12pm
Enjoy a fun day out together in nature, playing, discovering, exploring as a family while in community with others. Build your tribe and each other as Child & Family Development Specialist, Racheal Kwacz, hosts and curates the ultimate family fun playdate!
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🌈HTBB Church: CAROLS BY CANDLELIGHT & CHRISTMAS MARKET
(Tickets required)
📅 Saturday & Sunday, December 14-15, 2019
⏲️ 5pm and 7pm
📍 Holy Trinity Bukit Bintang
You are warmly invited to Carols by Candlelight at Holy Trinity Bukit Bintang - an evening of readings and traditional carols, performed with a full orchestra and choir. Seating is unreserved and tickets will become invalid 20 minutes before the start of the service, so please arrive with plenty of time to avoid disappointment. Beautifully curated Christmas market to follow with mulled cider and mince pies.
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Racheal Kwacz is a Child & Family Development Specialist, women’s leadership speaker and mama tribe writer. Having trained, educated, and lived in the USA, Racheal studied under Deborah Carlisle Solomon, former RIE Executive Director, in Magda Gerber’s Educaring Approach. She has a degree in Theatre and Child & Family Development and is a master of marrying both her backgrounds into a lively, fun, interactive experience for her audiences and workshop participants.
As a thought leader, Racheal has had years of international experience working with children, training teachers, leading and developing curriculum for childcare centres as well as being a parent educator. She specializes in babies and toddlers 3-and under; focuses on equipping and empowering parents with tools for Respectful Parenting through “The RACHEAL Method”. Her most popular sold-out workshops include "Toddler Wars", "Preschool Wars", "Food Wars", and she recently led a dialogue with 180 pediatricians, obstetricians and gynaecologists on "Device Wars".
She writes parenting articles with Happy Go KL and is regularly featured on BFM Radio. She has also previously appeared in various publications including The Star, TimeOut, TimeOut Kids, Aforadio, BFM Radio, Her World, New Straits Times, Sinar Harian, Borneo Post, Zafigo, ButterKicap, Malaysia Tatler, Tatler Weddings, Harper’s Bazaar, 417 Magazine and was recently featured as a Super FEMALE for female magazine.
To learn more, connect with her on her website or follow her on socialmedia @rachealkwacz !