“Seri kompetisi ini menunjukkan bahwa hal ini masih merupakan masalah yang sulit dipecahkan dan sekarang kombinasi transformasi data menjadi format yang dapat dikonsumsi dari berbagai sumber, memahami perbedaan dalam pemodelan prediksi jangka pendek vs. prediksi jangka panjang, dan menggunakan model machine learning yang lebih sederhana dengan beberapa penyesuaian tampaknya memiliki kinerja yang terbaik,” kata Rohan Rao, kompetitor Kaggle yang berbasis di India. “Saya berharap dengan lebih banyak ketersediaan data dan penelitian tentang bagaimana virus menyebar di berbagai negara, kita dapat menambahkan fitur cerdas untuk meningkatkan dan mengoptimalkan prediksi ini dan menyesuaikannya untuk setiap geografi.”
Peserta telah berhasil menggunakan ansambel lanjutan model machine learning seperti XGBoost dan LightGBM (ex1, ex2, ex3). Peserta juga telah mengidentifikasi sumber penting dari data eksternal yang berpotensi bisa membuat prediksi semakin akurat (ex1), termasuk ukuran populasi, kepadatan populasi, distribusi usia, tingkat merokok, indikator ekonomi, dan tanggal lockdown secara nasional. Dengan memeriksa kontribusi relatif dari berbagai fitur model yang menggunakan teknik seperti kepentingan fitur dan Nilai SHAP (SHapley Additive exPlanations), peserta mampu memperjelas faktor-faktor yang paling prediktif dalam memprediksi infeksi COVID-19 dan kematian. Ada banyak pekerjaan menarik yang dilakukan dengan menggunakan neural network dan mesin yang didorong gradien, dan kami sarankan Anda untuk memeriksa kode (Python/R), yang semuanya telah menjadi open source.
Data publik vs. COVID-19
Kaggle juga menjadi host tantangan kurasi set data dengan tujuan menemukan, menguratori, dan membagikan set data COVID-19—terutama yang dapat berguna untuk memprediksi penyebaran virus. Pengajuan yang menjadi pemenang sejauh ini meliputi:
Dengan mempertimbangkan kebijakan regional, tanggal pelaksanaan, dan protokol pengujian, Anda bisa membuat kesimpulan berbasis data yang jauh lebih baik.
Sejalan dengan itu, penayang set data juga bisa dengan cepat menjalankan tugas mandiri atau tantangan di Kaggle. Misalnya, Roche Data Science Coalition (RDSC) baru-baru ini memublikasikan kumpulan set data terkait COVID yang tersedia untuk umum dan membuat tantanganyang berfokus pada upaya untuk menjawab pertanyaan paling mendesak yang diteruskan kepada mereka dari responden garis depan dalam layanan kesehatan dan kebijakan publik. Kaggle adalah platform gratis yang memungkinkan semua pengguna mengupload set data, menjadi host tantangan analisis data, dan memublikasikan notebook—dan kami mendorong data scientist dan penayang data untuk bersama-sama melawan COVID-19.
Kesimpulan
Data scientist di seluruh dunia bekerja sama untuk membantu komunitas medis mengalahkan COVID-19, dan kami membutuhkan bantuan Anda. Anda bisa terus mengikuti perkembangan tantangan kami di kaggle.com/covid19, dan melihat progres yang dibuat komunitas dalam mencapai tujuannya seperti yang dibahas di kaggle.com/covid-19-contributions.
Selamat datang di KUMPULAN Agen Situs Poker DominoQQ BandarQ Online Terbaru 2020
ReplyDelete====================================
Daftar Sekarang Juga Klik Link Dibawah ini :
INDOPLAY
INDOPLAY
SINGAPOKER
MEGAPOKER88
POKERNEGARA
WALIPOKER
WARKOPPOKER
ASIAPOKERINDO
AGENPOKER303
POKERWAW
====================================
8 Games Dalam 1 ID :
+ POKER
+ DOMINOQQ
+ CAPSA SUSUN
+ ADU-Q
+ BANDAR-Q
+ BANDAR POKER
+ SAKONG ONLINE
+ BANDAR 66 (NEW)
====================================
Deposit Hanya Rp.10.000
Pelayanan Ramah, Profesional dan Online 24 Jam Setiap Hari.
Proses Depo & WD sangat mudah dan cepat
(jika bank tidak offline atau mengalami gangguan)
====================================
Nikmati Bonus Menarik Kami :
Bonus Referal TERBESAR 10% + 10% (SEUMUR HIDUP)
Bonus Komisi / Rollingan 0,5% SETIAP HARI.
lifting bras tunisie prix
ReplyDeletelifting bras tunisie
lifting bras tunisie
Chirurgie esthétique Loana
quelle clinique choisir en tunisie pour une chirurgie esthetique
Artikerl yang sangat bagus, sedikti informasi tentang.
ReplyDeleteBandar Togel Slot
Agen Slot Deposit Pulsa
Slot Online
Terima Kasih :)
Bagus sekali artikelnya, Berikut adalah artikel untuk mengetahui informasi seputar software akuntansi atau membutuhkan jasa kepenulisan dan Cara Konversi YouTube ke MP3 Dengan Mudah...
ReplyDeleteThis post is really amazing to read. I am looking for Best Yoga Blocks in Australia to buy. Please let me know if anyone knows. Thanks!
ReplyDeleteGreat blog! Is your theme custom made or did you download it from somewhere?
ReplyDeleteA theme like yours with a few simple adjustements would really make my blog jump out.
Please let me know where you got your design. Thanks a
lot
https://www.totositehot.com
ReplyDeleteYorulan bir erkeğin zorlaya zorlaya porno videosu tecavüz porno yaparaktacizde bulunmaktadırlar.
The post is really nice. I find here some great computer information. Thanks for always sharing!
ReplyDeleteHi, think you need to visit Crypto Robotics, it's not just about trading and investing in crypto. We want each of us to have a choice. We do our part to ensure that millions of people have a sense of security and the ability to manage their lives on their own. Especially you need to visit as if you are searching for the best trading bots crypto
ReplyDeleteGood topic, btw visit the best crypto trading website - cryptorobotics, it's not just about trading and investing in crypto. We want each of us to have a choice. We do our part to ensure that millions of people have a sense of security and the ability to manage their lives on their own. Right now you can try our bot crypto trading
ReplyDeletethis is such an incredible post. i know it is hard to find the time and need an actual effort to generate a good article. but there's nothing i could say other than your website is really beautiful. daftar poker online resmi
ReplyDeleteWow, it was a really nice to read post. Thanks a lot for sharing it!
ReplyDeleteAvis Discount Code Australia
chirurgie esthétique Tunisie
ReplyDeletechirurgie esthetique dentaire Tunisie prix
Bagus sekali artikelnya, Berikut adalah artikel untuk mengetahui informasi seputar software akuntansi atau membutuhkan jasa kepenulisan dan Cara Konversi YouTube ke MP3 Dengan Mudah atau aplikasi akuntansi
ReplyDeleteDeze kit is van 100% katoen en comfortabel om te dragen
ReplyDeleteElke kit is individueel verpakt.
De kit bevat: FacebookACCOUNTShttps://www.facebook.com/epitexnl
1 t-shirt met korte mouwen,
1 slip,
1 paar sokken
Verpakking: 60 kits / doos
Maat: XXL
Prijs: Euro 1.20 / kit Asbest zomer ondergoed set
i swear this is the best article i've ever seen. keep up! daftar situs poker online
ReplyDeleteDo you have any issues logging in to your SBCGlobal email account? Then, you need not worry anymore. We can help you with Sbcglobal Login. Not only to log in, but we will also help you fix the issues with your email account and set it up on a device. So, stop dealing with errors on your own when we are here to help you.
ReplyDeleteWe'll be happy to help you with your Bellsouth email account. AT&T's Bellsouth email is a fast, reliable, and genuine email service by AT&T, but sometimes there can be some errors with the email. We are here for that time. So, you can always come to us to seek the perfect guidance for you. Please, don't hesitate to reach out to our help page.
ReplyDeleteBellsouth Email
How would I get my www.kindle.com/support to work once more?
ReplyDeleteYou can restart your Kindle whenever by squeezing and holding its power button for 40 seconds. You might have to restart your Kindle assuming it freezes or quits answering get it back good to go.
Penjelasan yang sangat jelas untuk kita pahami. Data scientiest tentu sangat membatu para peneliti medis dalam menjalankan tugasnya. Tak lupa mereka juga menggunakan berbagai software pembantu seperti software akuntansi.
ReplyDeleteIf you are looking for the customized ERP software, please contact us on
ReplyDeleteM: +97152-640-3909 E: abdm1@facts.ae
https://www.brainsphereit.com/
This comment has been removed by the author.
ReplyDeleteWe are ERP software in Dubai offering state-of-the-art customizable ERP solutions for all industries. www.dynamicsaxis.com
ReplyDeleteIt's really beautiful and meaningful. It's an awesome blog. Linking is an extremely useful thing. You have truly helped thousands of people who come to your the blog and give them valuable details.
ReplyDeletepc parts uk is ideal choice for pc parts.
Pretty! This was an extremely wonderful post. I'm thankful that you're sharing useful and valuable information for all us.
ReplyDeleteShadi dresses design is the best choice.
pakistani wedding dresses and also this one.
Do you need to make changes to a PDF file but don't have the Adobe Acrobat software? A1office pdf editor is a great alternative that is free to use! With this software, you can edit text, images, and other elements in your PDF files. You can also add signatures and annotations. Plus, it's easy to use! In this blog post, we will show you how to use A1office pdf editor to make changes to your PDF files.
ReplyDeletePdf Editor
Edit Pdf
ReplyDeleteA1office pdf editor is a powerful online PDF editor that allows you to make changes to your PDF documents quickly and easily. With this tool, you can add text, images, and other elements to your PDFs, as well as edit existing content. Plus, A1office Pdf to editor makes it easy to collaborate with others on your PDFs by allowing multiple users to work on them simultaneously. If you need to make changes to a PDF document, this is the tool for you!
ReplyDeleteA very cool article. It's an extremely nice and informative article. I am very impressed by your blog post. Keep your good work up!!
ReplyDeleteglen tavern inn history in US.
I am so grateful for your article post. Much thanks again. Fantastic.
ReplyDeleteTrust Wallet
Metamask Wallet
Coinbase Wallet
Benefits of Transcranial Magnetic Stimulation (TMS), Depression is a formidable opponent and a shadow that seems to follow us wherever we go, clouding our thoughts, dimming our light, and sapping our energy. It can feel like there is no escape, hope, or end in sight. But the good news is that depression can be defeated, and a depression-free life is within your reach.
ReplyDeleteShop the best Leather jackets at Royal Jacket add a touch of sophistication to any outfit and can be dressed up or down for any occasion. Visit now and shop as per your choice.
ReplyDeleteClover cash register
ReplyDeleteIt takes you deeper into the roots of intermittent fasting, helping you understand what it really means to practice it as a lifestyle choice. The book takes away a lot from the scientific understanding and helps you debunk myths about intermittent fasting. It’s a perfect book for anyone wanting to lead a healthy life. And so much more! Buy intermittent books.
ReplyDeleteIs it possible, the main thing is to choose a good white label crypto wallet development?
ReplyDeleteI truly cherish the time and dedication you spent writing this article. I enjoy perusing your writings and consider it to be very beneficial. Pick up to share what you're thinking with us.
ReplyDeleteAbogado Familia Cerca Mi Iselin NJ
Abogados Familia Cerca Mi Iselin NJ
Immerse yourself in the captivating narratives crafted by acclaimed author James Buie. With a masterful blend of suspense, intrigue, and psychological depth, Buie's books transport readers into thrilling worlds where gripping secrets and unexpected twists lie around every corner. Prepare to be captivated by his gripping storytelling and compelling characters. Buy ground up book by James buie.
ReplyDeleteSaving TED
ReplyDeleteAmazing website, Love it. Visit my blogs for more information. Be the epitome of rugged elegance - our leather jackets complement your daring spirit and sophisticated taste. Fringe Jacket
ReplyDeleteI often hunt for new articles that might help me and my knowledge grow, thus this post was quite instructive. Varsity Jackets For Women
ReplyDeleteGoing through cancer is one of the toughest challenges anyone can ever go through, and for someone
ReplyDeleteto prevail against it really displays the highest levels of grit, perseverance, and bravery. Where
many people falter, our cancer survivor author and ex-U.S. veteran Perry Muse faced adversity with
a smile. Perry Muse shares his journey through cancer, 17 surgeries, and thoughts of morbidity,
allowing all to delve into the life of a cancer survivor. Grab your copy of Morbid Thoughts and
the Domino Effect now!
A. K. frailey engaging historical sci-fi novels captivate hearts and minds.
ReplyDeleteDiscover expert Personal Tax Preparation in New Jersey with our dedicated professionals. Ensure accurate and timely filing for a stress-free tax season. Trust us for comprehensive assistance tailored to your individual financial needs
ReplyDeleteSecure your seat to the hottest virtual performances with the Best Online Concerts Tickets. Elevate your entertainment experience from home, effortlessly booking top-notch shows that bring music magic to your fingertips. Unforgettable concerts, just a click away!
ReplyDeleteWhen it comes to Piercings Tyler TX, you can expect a variety of options to choose from. Whether you're looking for a simple and classic ear piercing or something more adventurous like a nose, lip, or eyebrow piercing, the city has got you covered. The piercers in Tyler are skilled in their craft and take the time to understand your preferences and guide you through the process.
ReplyDeleteThey use high-quality jewellery and follow strict hygiene protocols to ensure a safe and comfortable experience. So, if you're in Tyler and considering getting a piercing, rest assured that you'll find reputable studios and talented piercers who can help you achieve the look you desire.