🥁 Introducing: skops! 🥁
You can now easily host your scikit-learn classification pipelines on Hugging Face Hub.

📦 pip install skops

for 0.1 release, the library includes two main utils 👇🏼
🃏 card: an API that lets you programmatically create interactive model cards
🛠 hub_utils: tools you need to host your model on @huggingface Hub 🤗

We've drafted two example scripts for you to tinker around 😏
See the documentation 📚
https://lnkd.in/ewtM5xYk
See an example repository that leverages skops to the fullest 🙌🏼 https://lnkd.in/eJ-cxPhr

If you find it useful, please show some love to GitHub repository 🌟 github.com/skops-dev/skops feel free to open issues.

https://github.com/CYHSM/awesome-neuro-ai-papers. you can download or pull all AI research papers at one place.

DL-GuesS: A Deep Learning and Sentiment Analysis-Based Framework For Cryptocurrency Price Prediction.
Source: https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9745117

✍️✍️ Microsoft Azure cloud region settles over the desert in Doha, Qatar
✍️✍️ An NHS trust in Liverpool is partnering with Tata Consultancy Services (TCS) to develop an AI chatbot to help tackle patient wait times.
✍️✍️ OpenAI’s GPT-3 is a convincing philosopher
✍️✍️ 93% say ‘responsible AI’ is the foundation of all projects
✍️✍️ NLP Market Size is projected to reach USD 91 Billion by 2030, growing at a CAGR of 27%: Straits Research]
✍️✍️ TikTok adds an AI image generator, but it's no DALL-E
✍️✍️ Hyundai at the end of last week announced plans to invest an initial US$400m in a US-based AI Research Centre to strengthen its robotics technology capabilities.
✍️✍️ New AI tech could help detect leaks in underground carbon storage
✍️✍️ The Tamil Nadu Forest department and the Indian Ministry of Railways have decided to install an Artificial intelligence system in the area to warn about trains when there are elephants attempting to cross the tracks.
✍️✍️UAE has been fertile ground for AI tech - The next big thing in the world.
✍️✍️ Low-code or no-code AI is a big trend in 2022
✍️✍️ Robots can have citizenship. Saudi Arabia has given citizenship to the social humanoid robot "Sophia". She became the first-ever robot to get citizenship in any country in the world.


Inscribed by
Raja at 17/08/22

Amazon DocumentDB (with MongoDB compatibility) has added query auditing support for Data Manipulation Language (DML) events. Now, Amazon DocumentDB customers like BBC, Dow Jones, and eHealth, Inc. can use Amazon CloudWatch Logs to analyze, monitor, and archive DML query events, making it even easier to store, query, and index JSON data at scale. Learn more here: https://go.aws/3A6L7UU

EasyMocap is an open-source toolbox for markerless human motion capture and novel view synthesis from RGB videos. In this project, we provide a lot of motion capture demos in different settings.

Django Cheet Sheet

I came across two websites to improve your programming and interviews - https://cheatography.com & https://bytebytego.com/courses/system-design-interview/design-a-chat-system?fpr=javarevisited

Data science rule of thumb: Percentage changes are approximated by the difference in natural logarithms.

>>> x1, x2 = 25.1, 29.7
>>> (x2 - x1) / x1
0.18326693227091623
>>> log(x2) - log(x1)
0.16827919967091542

This is useful for interpreting log plots.

It works for percentage decreases as well:

>>> x1, x2 = 25.1, 19.9
>>> (x2 - x1) / x1
-0.20717131474103595
>>> log(x2) - log(x1)
-0.23214811440729166

https://www.manim.community/


Python 🐍 library 📚 for maths 🧮 animations. Check out

Xonsh is a Python-powered, cross-platform, Unix-gazing shell language and command prompt. The language is a superset of Python 3.6+ with additional shell primitives that you are used to from Bash and IPython. It works on all major systems including Linux, OSX, and Windows. Xonsh is meant for the daily use of experts and novices


https://xon.sh/

THE WORLD’S LARGEST SELF-DRIVING DATASET : https://doc.bdd100k.com/download.html

UC Berkeley open-sourced the largest ever self-driving dataset to the AI community in 2018. The dataset called Berkeley DeepDrive 100K (BDD100K) contains over 100,000 video sequences. Each video is 40 seconds long, shot at 30 FPS and 720p. GPS information is also provided, indicating the navigation route taken during driving.

The dataset covers a multitude of different weather and time conditions: sunny, rainy and hazy data captured both during day and at night also gives a well-balanced distribution that helps prevent overfitting.

Over 85,000 pedestrians are also present in the dataset. Therefore, the dataset also offers a reliable dataset for detecting pedestrians on the road/sidewalks. This scale of content available is quite massive too. This is 800 times bigger than Baidu’s ApolloScape dataset. https://www.bdd100k.com/challenges/eccv2022/

Analysis of various Machine Learning algorithms (Supervised and Unsupervised learning)

Lightly: A python library for self-supervised learning on images

Cool computer vision library for self-supervision and active learning.

Github: https://github.com/lightly-ai/lightly
Docs: https://docs.lightly.ai/

New version of django-upgrade released - for Django 3.2+ https://pypi.org/project/django-upgrade/