آشنایی با حوزه علم داده (Data Science)

#داده_کاوی
#هوش_مصنوعی

https://www.oracle.com/data-science/what-is-data-science/

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

یک مدل مبتنی بر یادگیری ماشین جهت پیش‌بینی ساختارهای پروتئینی

(مقاله + کد)

#هوش_مصنوعی
#یادگیری_عمیق
#پایتون



https://paperswithcode.com/paper/highly-accurate-protein-structure-prediction

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

پوزیشن PHD در دانشگاه West Virginia آمریکا در حوزه یادگیری تقویتی

#PhD Position

Topic: Reinforcement learning, formal methods, verification and validation, and data-driven control/optimization

> Interactive Robotics Lab
> Dept. Mechanical And Aerospace Engineering
> West Virginia University, USA

Supervisor: Dr. Ali Baheri

🌐 https://bit.ly/3B70jQj

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

عملیات دی‌کانولوشن در پردازش تصویر و آرایه‌های عددی

#پردازش_تصاویر



https://www.youtube.com/watch?v=f-IINpceX6k


👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

شناسایی اهداف در تصاویر و فریم‌های ویدویی با استفاده از برد NVIDIA Jetson

#هوش_مصنوعی
#یادگیری_عمیق
#Deep_learning
#Machine_Learning
#Embedded_Systems


https://www.youtube.com/watch?v=B8nB81SvARw

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

موقعیت دکتری ماشین لرنینگ
اتریش

PhD position in Machine Learning at TU Wien, Vienna, Austria

an open PhD position for research focusing on machine learning algorithms and/or theory in the context of security and trust. Vienna has repeatedly earned the noscript as the most liveable city in the world and the computer science faculty of TU Wien has consistently been ranked among the top 100 computer science departments in the world.
• The position is funded by the TU Wien Doctoral College for Secure and Intelligent Human-Centric Digital Technologies and hosted in the recently founded Machine Learning Research Unit.
• The detailed research questions and starting date are up for discussion.
• The deadline for applications is August 22nd.



https://secint.visp.wien/application/

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

چندین موقعیت دکتری و پستداک
زمینه کاری تعامل ربات و انسان

کشور ایتالیا

PRISCA lab (prisca.unina.it - University of Naples Federico II) is looking for multiple postdoctoral researchers and research assistants in Human-Robot Interaction.

Applications are invited from candidates with a master’s degree or PhD in Cognitive Science, Artificial Intelligence, Cognitive Sciences, Psychology, or other relevant disciplines. Candidates are expected to have research expertise in Human-Robot Interaction and Social Robotics. Preferable knowledge and hands-on experience with ROS, C/C++, Python.
According to the preferred and most suitable position for the candidate, the research activities will be framed within the following projects: CHIST-ERA on Explainable Machine Learning-based Artificial Intelligence - COHERENT "COllaborative HiErarchical Robotic ExplaNaTions” project, and Italian PON I&C 2014-2020 MISE BRILLO "Bartending Robot for Interactive Long-Lasting Operations” project or ClassMate Robot project for the development of robotics application in educational settings.
The selection will be based on CV and a skype interview.

For further information and to apply please contact Prof. Silvia Rossi (silrossi@unina.it)

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

موقعیت دکتری مهندسی برق و کامپیوتر

کولورادوی زیبا
با منظره ی کوه‌های راکی
آمریکا
We have a fully-funded open PhD position in my research lab. Students with a solid background in Wireless Communications and ML are encouraged to apply. Applications are accepted at any time until the position is filled. For more info, see the link below:
https://academics.uccs.edu/osemiari/openings.html

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

موقعیت پستداک ماشین لرنینگ و‌بهینه سازی
دانشگاه ملبورن
استرالیا

Machine Learning / Optimisation postdoc, we have two exciting jobs for you. Please check below positions RF 4 (machine learning / optimisation) and RF 5 (uncertainty handling). You will work with a top team on a super high impact application - I can assure you our work could not be more central to current events in Australia!!! Please note, due to the urgency of the work, you must be currently located within Australia and able to commence immediately or as soon as your notice period has been served. These roles are part of a $20m Hub and more vacancies will be advertised soon.

https://jobs.unimelb.edu.au/en/job/905792/research-fellows-pharma-and-food-manufacturing-x5

Please apply online – deadline 22 August 2021.

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

آشنایی با تکنیک ارزیابی Cross-validation در یادگیری ماشین

#هوش_مصنوعی
#یادگیری_عمیق
#پایتون
#یادگیری_ماشین

https://www.youtube.com/watch?v=fSytzGwwBVw

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

7 گام اصلی در یادگیری ماشین

#هوش_مصنوعی
#یادگیری_عمیق
#پایتون
#یادگیری_ماشین


https://www.youtube.com/watch?v=nKW8Ndu7Mjw

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

#پسا_دکتری

👈 موسسه علوم و فناوری‌های کوانتومی دانشگاه تهران از میان دانش آموختگان دکتری داخل و خارج کشور، پژوهشگر پسادکتری جذب می‌نماید.

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

دانشکده علوم کامپیوتر دانشگاه رایس آمریکا شش استاد جدید استخدام کرده. فرصت خوبیه که قبل از شروع کارشون بهشون برای پوزیشن دکتری با فاند ایمیل بزنید

https://csweb.rice.edu/news/six-new-faculty-members-join-rice-computer-science

Link: https://news.1rj.ru/str/Adv_AI

اپلای برای مقطع دکتری کشور آلمان
راهنما

——-

اولین #رشتو (https://mobile.twitter.com/hashtag/%D8%B1%D8%B4%D8%AA%D9%88?src=hashtag_click) برای #اپلای (https://mobile.twitter.com/hashtag/%D8%A7%D9%BE%D9%84%D8%A7%DB%8C?src=hashtag_click) مقطع #دکترا (https://mobile.twitter.com/hashtag/%D8%AF%DA%A9%D8%AA%D8%B1%D8%A7?src=hashtag_click) #آلمان (https://mobile.twitter.com/hashtag/%D8%A2%D9%84%D9%85%D8%A7%D9%86?src=hashtag_click)

پژوهشگاه بام BAM در برلین همیشه پوزیشن های زیادی برای دکتر و پست داک و ایترنشیپ در رشته های مرتبط به شیمی و فیزیک و مواد میذاره , این به این معنی نیست که شما فقط باید همین رشته ها رو خونده باشید! پوزیشن ها برای برق و مکانیک و سایر
علوم مهندسی هم مناسبه. حالا یه موردشو با هم نگاه کنیم.

https://www.bam.de/umantis/EN/909.html

همون اول که وارد میشین نوشته پوزیشن دکترا برای فیلد مواد , شیمی , زمین شناسی و مهندسی ساخت مواد. این تقریبا طیف زیادی از رشته های مهندسی و علوم پایه رو در بر میگیره حتی اکه چند تا واحد مشابه
تو یکی از مقاطع تحصیلی ارشد یا لیسانس گذروندین میتونین اپلای کنین. قسمت بعد ددلاین و اطلاعات نوع پوزیشن رو نوشته که فول تایمه (40 ساعت در هفته) و سه سال قرارداد و نوع قرارداد. بعد واحدی که این پوزیشن رو گذاشته معرفی کرده :

https://www.bam.de/Content/EN/Divisions/Divisions-Department-7/division-74.html

قسمت بعدی مسئوليتهای شما در طول دوره رو مشخص کرده. اگه دو سه تاشم به گوشتون خورده خوبه! اینها رو یاد میگیرن قرار نیست از قبل بلد باشین!
@safarname7
حالا قسمت مهم! #تخصص (https://mobile.twitter.com/hashtag/%D8%AA%D8%AE%D8%B5%D8%B5?src=hashtag_click) شما!
1.مدرک کارشناسی ارشد تو همون فیلدهایی که قبلا گفتیم.
2.دانش تئوری از خوردگی فلزات و تجربه عملی با تکنیک های الکتروشیمی آنالیز خوردگی. (مثلا یه واحد آز)
3. دانش تئوری و عملی تکنیک های آنالیز. خیلی معمولی ایکس ار دی و بقیه حالا اگه از نزدیک هم ندیدین

مهم نیست بعدا یاد میگیرید.
4. تسلط خیلی خوب به زبان انگلیسی. ببینید حتی اسمی از مدرک نبرده شده. یعنی اگه واقعا شما زبانتون خوبه تو مصاحبه و نامه نگاری مشخص میشه. بعد نوشتن تسلط به زبان المانی امتیاز داره.
5. مهارت های پابلیکیشن و پرزنتیشن که با داشتن یه مقاله خوب و
شرکت در کنفرانس میشه اینها رو نشون داد.
5. در آخر هم روحیه تیم ورک و مسئولیت پذیری و بقیه حرف ها!
حالا پایین صفحه زده حالا اپلای کن. میزنین روش و میرین صفحه بعد تمام مدارکی که میخواد رو اپلود میکنید و تمام!
دقت کنید که همه چی انلاینه و حتی هزینه ای هم برای اپلای نباید پرداخت کنید. حتی نیاز به ایمیل زدن به استاد نیست. فقط باید یه رزومه خیلی درست حسابی درست کنید و همونجا اپلای کنید.
این هم سایتی که این پژوهشگاه اوپن پوزیشن هاشو میذاره.

https://www.bam.de/Navigation/EN/About-us/Jobs-and-Careers/Job-Openings/job-openings.html
Link: https://news.1rj.ru/str/Adv_AI

https://news.1rj.ru/str/Adv_AI
موقعیت پستداک
علوم‌کامپیوتر
ماکائو
حقوق ماهانه حدود ۳۷۰۰دلار


We are proposing a new applied project “Development of an adaptive biological function prediction software system for multifaceted peptides” under the funding scheme of Postdoctoral Researchers of High Education Institutions of FDCT. Associated with this project, 1 postdoctoral candidate from Computer Science, Bioinformatics, Computer-Aided Drug Design, and related areas is sought.

The postdoctoral researcher will participate in the development of a novel adaptive software system which integrates ML and AI methods for bioactive peptide discovery. The main tasks include data collection, processing, design and implementation of prediction models, and integration into a unified framework. Reimplementation and refinement of some state-of-the-art AI methods are expected.
For reference: https://doi.org/10.1016/j.omtn.2020.05.006, https://doi.org/10.1038/s41551-021-00689-x, https://doi.org/10.1098/rsfs.2016.0153.

This project is led by Prof. Shirley Siu (https://cbbio.online), who will start a new research group at ISE in September 2021. Her research focuses on algorithm design and solution implementation for computer-aided drug design, nature-inspired optimization, virtual screening, and molecular dynamics.

Requirements of candidate:
- PhD degree (obtained within the previous 5 years for a Macao resident and 1 year for a non-Macao resident)
- Publications in SCI journals in the areas of ML/Bioinformatics
- Strong programming skills, evidenced by project examples (e.g. Github projects)
- Knowledge of popular deep learning frameworks (e.g. PyTorch)
- Excellent English communication, presentation, and writing abilities

Employment conditions:
- Monthly salary MOP 30,000 (about USD 3700)
- Full time, up to 2 years

Application deadline:
- For applications received before 20 August 2021, the selected candidate will be included in the fund proposal

Application documents:
- Curriculum Vitae
- Copies of 2-3 selected scientific publications
- PhD degree certificate (with final thesis document)
- University-level trannoscripts
- Identification document
- Supporting documents showing the ranking of universities from which higher education degrees were obtained.

For application and inquiries, please contact the project leader Shirley Siu (siuwengin at gmail.com).
Details about the funding scheme can be found on the FDCT page (https://www.fdct.gov.mo/en/postdoc.html).

This job ad is posted on
JobRxiv
https://jobrxiv.org/job/university-of-saint-joseph-institute-of-science-and-environment-27778-postdoc-researcher-in-ml-bioinformatics-at-institute-of-science-and-environment-university-of-saint-joseph-macao/?fbclid=IwAR04rRH3e_ypzBc6Mpsqy51_pP7u3QUv5e808NH4a8p9YkUHszSXTOI_4Fs

روش‌های یادگیری ماشین در حوزه پردازش سیگنال مغزی (EEG) به همراه رقابت‌های Kaggle در این حوزه

#هوش_مصنوعی
#یادگیری_عمیق
#پردازش_تصاویر
#پردازش_سیگنال_های_پزشکی

https://www.youtube.com/watch?v=AjMdirPPnQQ

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

پردازش مقدماتی صدا در پایتون با استفاده از کتابخانه Scipy

#هوش_مصنوعی
#پردازش_سیگنال


https://www.youtube.com/watch?v=0ALKGR0I5MA

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

📕 پردازش تصاویر در پایتون
📅سال چاپ: 2018
📝ناشر: انتشارات Creative Commons


👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

دو پوزیشن PHD در زمینه رباتیک، هوش مصنوعی و بهینه سازی

دانشگاه Auburn آمریکا

Area: Robotics, Control, AI, Optimization

> Dept. Mechanical Engineering
> Auburn University, USA

Supervisor: Dr. Vahid Azimi

💯 Deadline: for Spring 2022 / Fall 2022

🌐 https://bit.ly/3ybKeXK

👇🏻عضویت در کانال: 👇🏻

Link: https://news.1rj.ru/str/Adv_AI

Link: https://news.1rj.ru/str/Adv_AI
موقعیت دکتری ماشین لرنینگ
اروپا


PhD position on foundations of artificial intelligence & machine learning


PhD position at Chalmers on foundations of AL/ML focused on active learning.
The position is supported by WASP (Wallenberg AI, Autonomous Systems and Software Program), a major national initiative and the largest individual research program in Sweden.

Chalmers is a major university for research and education in Sweden and provides a dynamic and international working environment. The salary and the other conditions are very competitive. https://www.chalmers.se/en/news/Pages/Chalmers-maintains-highest-reputation-in-Sweden-%e2%80%93-again.aspx

Here is the link to the position:
http://www.chalmers.se/en/about-chalmers/vacancies/?rmpage=job&rmjob=9711

Link: https://news.1rj.ru/str/Adv_AI
موقعیت دکتری
کشور فرانسه
Heterogeneous Data Integration


Thesis abstract: Recent years witnessed technological evolution in various fields such as Information and Communication Technology (ICT), sensors/sensor networks, cloud infrastructures, data management techniques, and data storage solutions. This enabled industries, environments, businesses to become more and more data-oriented systems that generate and consume huge amounts of data. As a result, the amount of information generated in the world increases by 30% every year [1]. With more data contributors (i.e., various data sources and documents), the need for collaboration emerged and data management applications now needed to incorporate data from various sources and provide a uniform data interaction interface to allow users the retrieval and thereafter exploitation of data from multiple sources. For the aforementioned reasons, data integration and fusion became an intriguing topic of interest in the scientific community [1,2]. In order to enable the various applications that users require (e.g., event detection, statistical analysis, forecasting), heterogeneous data had to be first integrated and then refined in order to avoid inconsistencies such as mismatches, anomalies, and duplicates.
Keywords: Data Integration, Data Fusion, Data Heterogeneity.
Mission - Main Activities:
Scientific Framework: Data integration needs to address two major challenges: (i) handling the heterogeneous data generated by differing sources in terms of schema, domain-specific constraints, varying representations; and (ii) handling data inconsistencies such as conflicts, incompleteness, duplications, and anomalies [1]. Therefore, the thesis focuses on contributions that improve the data integration stack from the schema level (e.g., schema mapping to semantically link heterogeneous data schemas), to data deduplication, and finally data fusion to handle data incompleteness and conflicts/mismatches in order to provide data consumer application with consolidated/integrated high-quality data from heterogeneous sources.
Candidate Application:
Evaluation Criteria:

• Application file assessment: Selection committee
• Candidates will first be selected based on their application file.
• Those selected after this first step will then be interviewed.
• Application files will be evaluated based on the following criteria:
◦ Grades and ranking during your Master degree, steadiness in your academic background
◦ English language proficiency
◦ Candidate’s ability to present her/his work and results
• Work experience similar to an internship in a laboratory – or likewise; previously achieved research work (reports, publications)

Application Content (in a single pdf file):

• CV
• Cover letter
• Master degree grade trannoscripts and ranking
• Reference letter
◦ Contact details of at least two people, from your work environment, who can be contacted for further reference

Notes:

• The application must be sent to the following email address with the noscript “Doctoral application”: richard.chbeir@univ-pau.fr
• Application deadline: SEPTEMBER 15, 2021

Logistics:

• Hosting laboratory: LIUPPA
• Location: IUT de Bayonne - 2 Allée du Parc de Montaury 64600 Anglet
• Laboratory expertise: Computer Science
• Funding: E2S UPPA project from the university of “Pau et des Pays de l’Adour” UPPA
• Thesis Director: Richard Chbeir
• Starting Date: November 1st, 2021
• Duration: 3 years
• Gross salary: 1 870 € / month (including extra gratification for teaching duties – 32h per year)