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Federated Learning
چیست؟

A machine learning procedure where the goal is to train a high-quality model with data distributed over several independent providers.

به این شکل که بجای جابجا کردن دیتا بین سرورها و تجمیع آنها، مدل ها و الگوریتمها دست به دست میشوند.

اهمیت federated learning در کیس های زیر مشخص میشود:
- حفظ حریم شخصی کاربران اهمیت زیادی دارد
- جابجایی دیتا از یک سرور به سرور دیگر ممکن است هزینه زیادی به بار آورد
- محافظت از دیتا (data protection) اهمیت بالایی دارد

#artificialintelligence #machinelearning

@pythonicAi
Forwarded from Pythonic AI (Soroush Hashemi far)
Forwarded from Pythonic AI (Soroush Hashemi far)
Deep Learning with Pytorch

Instructor: Alfredo Canziani

Link

#deeplearning #artificialintelligence #course

@pythonicAi
Forwarded from Pavel Durov
Today marks one of the most important product updates in the history of Telegram – Voice Chats 🎙

With Voice Chats, every group on Telegram gets a synchronous dimension that runs in parallel with its text-based stream. They are best on Android with overlays which are visible on top of other apps, but also look great on iOS with the sticky push-to-talk button and interactive animated waves. On Desktop, you can assign any shortcut to speak in Voice Chats while using other apps.

Check out the demos in the blog and make sure to update Telegram to the latest version:
https://telegram.org/blog/voice-chats

P. S. Minor fixes may be required in the iOS app for slicker animations in large voice chats. We’ll be able to push them to the AppStore in 4 days when the responsible team at Apple returns from holidays.
سال جدید میلادی بهانه‌ای باشد برای
عشق و رفاقت بیشتر
کار و پشتکار بیشتر
مهربانی و گذشت بیشتر
زندگی به اندازه‌ی کافی سخت است
ما با یکدیگر و در کنار یکدیگر شاید آن را ساده‌تر و آسان‌تر کنیم
با بهترین آرزوها
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https://techcrunch.com/2021/01/04/deep-science-using-machine-learning-to-study-anatomy-weather-and-earthquakes

2. How artificial intelligence will be used in 2021 (December 31, 2020)
https://techcrunch.com/2020/12/31/how-artificial-intelligence-will-be-used-in-2021

3. National Grid sees machine learning as the brains behind the utility business of the future (December 24, 2020)
https://techcrunch.com/2020/12/24/national-grid-sees-machine-learning-as-the-brains-behind-the-utility-business-of-the-future

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https://techcrunch.com/2020/12/09/arthur-ai-snags-15m-series-a-to-grow-machine-learning-monitoring-tool

5. AWS expands on SageMaker capabilities with end-to-end features for machine learning (December 9, 2020)
https://techcrunch.com/2020/12/08/aws-expands-on-sagemaker-capabilities-with-end-to-end-features-for-machine-learning

6. AWS announces SageMaker Clarify to help reduce bias in machine learning models (December 8, 2020)
https://techcrunch.com/2020/12/08/aws-announces-sagemaker-clarify-to-help-reduce-bias-in-machine-learning-models

7. Tecton.ai nabs $35M Series B as it releases machine learning feature store (December 7, 2020)
https://techcrunch.com/2020/12/07/tecton-ai-nabs-35m-series-b-as-it-releases-machine-learning-feature-store

8. AWS launches SageMaker Data Wrangler, a new data preparation service for machine learning (December 1, 2020)
https://techcrunch.com/2020/12/01/aws-launches-sagemaker-data-wrangler-a-new-data-preparation-service-for-machine-learning

9. AWS announces Panorama, a device that adds machine learning technology to any camera (December 1, 2020)
https://techcrunch.com/2020/12/01/aws-announces-panorama-a-device-adds-machine-learning-technology-to-any-camera

10. AWS launches Trainium, its new custom ML training chip (December 1, 2020)
https://techcrunch.com/2020/12/01/aws-launches-trainium-its-new-custom-ml-training-chip

#machinelearning #artificialintelligence #news

@pythonicAI
New banger from OpenAI – DALL·E (Dalí + WALL·E).

It generates images from text captions and it's amazing!

حالا میتونین مقالات علمی‌ای داشته باشین که متنش با مدل gpt-3 تولید شده و پلات‌هاش با dall-E رسم شده باشه :)

Link

#deeplearning #artificialintelligence #openai

@pythonicAi
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Forwarded from NeColl
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7. Burger King Rolls Out Its First Rebrand In More Than 20 Years (10 hours ago)
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8. Diversity And Inclusion Begins With Job Listings (Jan 6, 2021)
https://www.forbes.com/sites/forbestechcouncil/2021/01/06/diversity-and-inclusion-begins-with-job-listings/

9. MLOps - The Missing Piece In The Enterprise AI Puzzle (Jan 5, 2021)
https://www.forbes.com/sites/janakirammsv/2021/01/05/mlopsthe-missing-piece-in-the-enterprise-ai-puzzle/

10. Forbes A.I. Awards 2020: Meet GPT-3, The Computer Program That Can Write An Op-Ed (Jan 4, 2021)
https://www.forbes.com/sites/kenrickcai/2021/01/04/forbes-ai-awards-2020-meet-gpt-3-the-computer-program-that-can-write-an-op-ed/

11. Deep Science: Using machine learning to study anatomy, weather and earthquakes (January 4, 2021)
https://techcrunch.com/2021/01/04/deep-science-using-machine-learning-to-study-anatomy-weather-and-earthquakes/

12. How artificial intelligence will be used in 2021 (December 31, 2020)
https://techcrunch.com/2020/12/31/how-artificial-intelligence-will-be-used-in-2021/

13. 11 Of The Smartest Ways To Leverage Machine Learning Ad Tools (Dec 30, 2020)
https://www.forbes.com/sites/forbesagencycouncil/2021/12/30/11-of-the-smartest-ways-to-leverage-machine-learning-ad-tools/

14. National Grid sees machine learning as the brains behind the utility business of the future (December 24, 2020)
https://techcrunch.com/2020/12/24/national-grid-sees-machine-learning-as-the-brains-behind-the-utility-business-of-the-future/

15. Arthur.ai snags $15M Series A to grow machine learning monitoring tool (December 9, 2020)
https://techcrunch.com/2020/12/09/arthur-ai-snags-15m-series-a-to-grow-machine-learning-monitoring-tool/

#machinelearning

@pythonicAI
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​​MPG: A Multi-ingredient Pizza Image Generator with Conditional StyleGANs

Link

#deeplearning #artificialintelligence #gan

@pythonicAi
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Adversarial Latent Autoencoders (ALAE) not only generate 1024x1024 images with StyleGAN’s quality but also allow to manipulate real-world images in a feed-forward manner.

Paper

Code

#deeplearning #artificialintelligence #gan

@pythonicAi
MaskedFace-Net -- A Dataset of Correctly/Incorrectly Masked Face Images in the Context of COVID-19

By: Adnane Cabani, Karim Hammoudi, Halim Benhabiles, and Mahmoud Melkemi

Link

#dataset #machinelearning #deeplearning #artificialintelligence

@pythonicAi
Forwarded from Pythonic AI (Soroush Hashemi far)
شرکت Amazon یه سری کورس رایگان گذاشته که قبلا فقط برای کارمندانش بوده. این آموزشها شامل 9 بخشه که سه بخش اولش شامل:
🔸NLP
🔸Computer Vision
🔸Tabular Data
میشه. اگه به ماشین لرنینگ و دیتاساینس علاقه دارید، فرصت رو از دست ندید.
Youtube channel

متریال آموزشی هم اینجاست👇
https://github.com/aws-samples/aws-machine-learning-university-accelerated-nlp

https://github.com/aws-samples/aws-machine-learning-university-accelerated-cv

https://github.com/aws-samples/aws-machine-learning-university-accelerated-tab

#machinelearning #datascience #computervision #nlp #artificialintelligence #course

@pythonicAi
#fun
واقعیت دنیا...

#network #cisco

@pythonicAi