مهندسین داده

Robust Online Allocation with Dual Mirror Descent


http://ai.googleblog.com/2022/09/robust-online-allocation-with-dual.html

📚 Weekend Reading

This week brought quite a few interesting papers and resources - we encourage you to invest there some time:

Geometric multimodal representation learning by Yasha Ektefaie, George Dasoulas, Ayush Noori, Maha Farhat, and Marinka Zitnik. A survey of 100+ papers on graphs combined with other modalities and a framework of multi-modal approaches for natural sciences like physical interaction, molecular reasoning, and protein modeling.

Clifford Neural Layers for PDE Modeling by Johannes Brandstetter, Rianne van den Berg, Max Welling, Jayesh K. Gupta. If you thought you know all the basics from the Geometric Deep Learning Course - here is something more challenging. The authors introduce the ideas from Geometric Algebra into ML tasks, namely, Clifford Algebras that unify numbers, vectors, complex numbers, quaternions, and have additional primitives to incorporate plane and volume segments. The paper gives a great primer on the math and applications. You can also watch a very visual YouTube lecture on Geometric Algebras.

Categories for AI (Cats4AI) - an upcoming open course on Category Theory created by Andrew Dudzik, Bruno Gavranović, João Guilherme Araújo, Petar Veličković, and Pim de Haan. “This course is aimed towards machine learning researchers, but approachable to anyone with a basic understanding of linear algebra and differential calculus. The material is self-contained and all the necessary background will be introduced along the way.” Don’t forget your veggies

#منابع

❇️ @AI_Python

Google at Interspeech 2022


http://ai.googleblog.com/2022/09/google-at-interspeech-2022.html

Real-time Online Video Detection with Temporal Smoothing Transformers

git clone --recursive git@github.com:zhaoyue-zephyrus/TeSTra.git

⚙️ Github
🗒 Paper
🦾 Dataset

#مقاله

افزونه گوگل کروم، برای فعال نگه داشتن سشن colab

https://chrome.google.com/webstore/detail/colab-alive/eookkckfbbgnhdgcbfbicoahejkdoele?hl=en-GB

Text2Light: Zero-Shot Text-Driven HDR Panorama Generation

Text2Light can generate HDR panoramas in 4K+ resolution using free-form texts solely.

conda env create -f environment.yml
conda activate text2light

⚙️ Github
💡 Project
💻 Model
🗒 Paper
🦾 Tutorial

#مقاله

Robust Speech Recognition via Large-Scale Weak Supervision

Whisper is a general-purpose speech recognition model by Open AI.

pip install git+https://github.com/openai/whisper.git

⚙️ Github
💡 Colab
💻 Model
🗒 Paper
🦾 Dataset
✴️ HABR

#مقاله

VToonify: Controllable High-Resolution Portrait Video Style Transfer


git clone https://github.com/williamyang1991/VToonify.git
cd VToonify

⚙️ Github
💡 Colab
💻 Project
🗒 Paper
🦾 Dataset
🎞 Video

#مقاله

Identity-Aware Hand Mesh Estimation and Personalization from RGB Images

A novel personalization pipeline to calibrate the intrinsic shape parameters using only a few unlabeled RGB images of the subject.

conda create -n IdHandMesh python=3.8  
conda activate IdHandMesh

⚙️Github: https://github.com/deyingk/personalizedhandmeshestimation

📄Paper: https://arxiv.org/abs/2209.10840v1

🗒Dataset: https://paperswithcode.com/dataset/dexycb

#مقاله

SetFit - Efficient Few-shot Learning with Sentence Transformers

An efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers (ST).

python -m pip install setfit

⚙️ Github
🗒 Paper
📌 Blog
🦾 Model and Dataset

#مقاله

On Efficient Reinforcement Learning for Full-length Game of StarCraft II

In this work, we investigate a set of RL techniques for the full-length game of StarCraft II

⚙️Github: https://github.com/liuruoze/mini-AlphaStar

📄Paper: https://arxiv.org/abs/2209.11553v1

🗒HierNet-SC2: https://github.com/liuruoze/hiernet-sc2

#مقاله

Data science is not about:
• Using the latest tools
• Plotting the best graphs
• Building the best ML model
• Having the fancy title "Data Scientist"

Data science is about:
• Understanding the business problem
• Being curious to understand the data
• Getting insights from data to solve the problem
• Convincing stakeholders to take action

Remember,

You're a problem solver, Get the foundation right.

News Summarization and Evaluation in the Era of GPT-3

Corpus of 10K generated summaries from fine-tuned and zero-shot models across 4 standard summarization benchmarks.

⚙️Github: https://github.com/tagoyal/factuality-datasets

📄Paper: https://arxiv.org/abs/2209.12356v1

🗒Dataset: https://paperswithcode.com/dataset/cnn-daily-mail-1

#مقاله

A Coarse-to-fine Cascaded Evidence-Distillation Neural Network for Explainable Fake News Detection

a novel Coarse-to-fine Cascaded Evidence-Distillation (CofCED) neural network for explainable fake news detection based on such raw reports, alleviating the dependency on fact-checked ones.

⚙️Github: https://github.com/nicozwy/cofced

📄Paper: https://arxiv.org/abs/2209.14642v1

🗒Dataset: https://paperswithcode.com/dataset/fever

#مقاله

Dilated Neighborhood Attention Transformer

natural, flexible and efficient extension to NA that can capture more global context and expand receptive fields exponentially at no additional cost.

⚙️ Github
🗒 Model
📋 Paper
📌 Dataset

#مقاله

گروه DeepLearning and AI

https://t.me/DeepLearningAIExperts

گروه پردازش زبان طبیعی NLP:

https://t.me/NLPExperts

گروه زبانهای برنامه نویسی پایتون و لینوکس و...

https://t.me/PythonLinuxExperts

کانال گروه :
❇️ @AI_Python

این اپلیکیشن داره از گوشیتون جاسوسی میکن ه حذف کنید.

#فاندیاب

– www.jobbdirekte.no
– www.phdproject.org
– www.jobs.tue.nl
– www.academicpositions.eu
– www.phds.org
– www.universitypositions.eu
– www.phdposition.com
– www.academiccareers.com
– www.indeed.com
– www.infoscholarship.net
– www.euraxess.ec.europa.eu
– mastersportal.eu
– european-funding-guide.eu
– findamasters.com

#پوزیشن یاب
https://scholarshipdb.net/scholarships?q=Geography&l=


https://www.phdportal.com/studies/62951/climate-variability-and-impacts.html

https://www.scholarshipsads.com/category/country/usa-scholarships/


https://www.universitypositions.eu/

https://scholarship-positions.com/


https://euraxess.ec.europa.eu/


https://www.findaphd.com/

https://www.findaprofessionaldoctorate.com/


https://www.university-directory.eu/

https://www.scholars4dev.com/


https://www.phdportal.com/search/#q=ci-82|di-75|lv-phd|tc-EUR&start=10

https://www.fastweb.com/

https://www.scholarships.com/financial-aid/college-scholarships/scholarship-directory/age/age-greater-than-30


https://escholarship.org/search?q=Geography


https://www.intechopen.com/search?term=Geography

https://www.wgu.edu/lp/business/business-scholarships.html?refer_id=129677&ch=DSPLY&s_placement=mail.google.com&s_loc_physical_ms=9003475&s_keyword=&gclid=Cj0KCQjwgJv4BRCrARIsAB17JI53I4lQR5Q5c4w8FijcWfM_wMNG5BjfbcnKr5Zo2YKP051r6bdO5aMaAlpuEALw_wcB


https://www.scholars4dev.com/6499/scholarships-in-usa-for-international-students/


http://novinscholarships.com/page/5/?s&u_course_cat=%25d8%25ac%25d8%25ba%25d8%25b1%25d8%25a7%25d9%2581%25db%258c%25d8%25a7


http://www.universitypositions.eu


https://phdposition.com/

https://wikigeram.com/scholarships

https://www.shortcoursesportal.com/

https://www.educations.com/



https://www.wemakescholars.com/

https://scholarshipdb.net/

https://academicpositions.co.uk/find-jobs/all-in-all-by-all-in-all/ge/1


https://yocket.in/applications-admits-rejects/california-institute-of-technology/2

https://scholars.wlu.ca/geog_etd/


#کاری #دکترا
https://www.academictransfer.com/en/

https://in.indeed.com/m/

https://www-m.academickeys.com/

https://academicpositions.com/

https://www.phdproject.org/


سایت #پست داک
https://postdocjobs.com/

#کانادا
https://www.universitystudy.ca/

https://cfm.ehu.es/about-cfm/job-offers/

https://www.educanada.ca/


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