Python performance tip:

Specialized functions with simpler signatures tend to beat their more generalized counterparts.

log2(x) and log10(x) are almost twice as fast as log(x) and three times as fast as log(x, 2) or log(x, 2.0)

⌛⌛When you understand Underscores in Python, You will be knowing following concepts as well.

◌Name Mangling
◌Private variables (there is no private variables )
◌Dunder or Special or Magic methods
◌Usage of _ (underscore) for variable

✅Single Underscore: _
✏Variable Name and Temp Variable
✅Single Leading Underscore: _x
✏ Naming Convention and internal use
✅Single Trailing Underscore: x_
✏Naming Convention to avoid name conflicts with python keywords like class , def etc
✅Double Leading Underscore: __x
✏Name Mangling when used in class context
✅Double Leading and Trailing Underscore: x
✏Special methods or Dunder methods or Magic methods


For video tutorial with examples you wish to explore and learn

https://youtu.be/M8-aCSeYzkc

✍️✍️How to Improve the fairness of AI systems?
👉Fairlearn is an open-source, community-driven project to help data scientists improve fairness of AI systems.

👉Installation:
pip install fairlearn
conda install -c conda-forge fairlearn

⭕⭕⭕Check more https://fairlearn.org/

27.07.2022
AI
✍️✍️ AI asked to show an image of the last selfie ever taken on Earth
✍️✍️ Researchers at Stanford have developed an Artificial Intelligence (AI) model, 'StockBot’, which uses LSTMs to predict stock prices with gains higher than the most aggressive ETFs
✍️✍️ AI robot went rogue at a Moscow chess tournament and broke a kid’s finger after he made a move prematurely.
✍️✍️ AI and teleophthalmology are comparable for diagnosing diabetic retinopathy
✍️✍️ Samsung Announces Global Launch of Bespoke AI™️ Washer and Dryer, Delivering Smart and Sustainable Solutions for Laundry Day
✍️✍️ Cambridge named UK’s most AI-ready city for fueling innovation.
✍️✍️ Meta AI’s research and advancements team recently developed a neural-network-based system, called SIDE, that is capable of scanning hundreds of thousands of Wikipedia citations at once and checking whether they truly support the corresponding contents.
✍️✍️Google Is Selling Advanced AI to Israel, Documents Reveal

Inscribed by,
Raja

How to print emoji in Python 🐍🔥

RStudio officials say they're not forsaking R but seeking to expand their model of open source. RStudio changes name to Posit, expands focus to include Python and VS Code. By chance, if anyone is working in Data science using the R language

✍️✍️ BlenderBot - A CONVERSATIONAL AI PROTOTYPE. Meta’s new AI chatbot can’t stop bashing Facebook. On the demo website, members of the public are invited to chat with the tool and share feedback with developers.
**** Sadly, this is available in the US region only.
✍️✍️ Gartner Says Worldwide RPA Software Spending to Reach $2.9 Billion in 2022.
✍️✍️ Europe is seeing a hiring boom in the railway industry and airport industry AI roles.
✍️✍️ Machine Learning is the most valued skill according to recruiters- Data Science Skills Survey 2022 by Great Learning.
✍️✍️ More than 100 million smart meters have been installed in the U.S. These devices record and communicate electric consumption, voltage and current to consumers and grid operators. To help make the most of this data, a Lawrence Livermore National Laboratory team has developed GridDS — an open-source, data-science toolkit for power and data engineers.
✍️✍️ A 4-year degree in Data Science is provided by IIT-Madras; JEE eligibility is not necessary
✍️✍️ Pecan is a first-of-its-kind data science platform for business teams and their SQL-skilled data analysts that automate the creation of highly accurate, ready-to-use predictive models focused on key customer journey KPIs without data scientists on staff.
✍️✍️ Machine learning reveals hidden components of X-ray pulses

List of NLP large language models :

♂ BLOOM : WORLD's LARGEST Open Multilingual Language Model
♂ GPT3 : Language Models Are Few-Shot Learners
♂ BERT : Pre-training of Deep Bidirectional Transformers for Language Understanding
♂ RoBERTa : A Robustly Optimized BERT Pretraining Approach
♂ PaLM : Scaling Language Modeling with Pathways
♂ GPT2 : Language Models Are Unsupervised Multitask Learners
♂ XLNet : Generalized Autoregressive Pretraining for Language Understanding
♂ ALBERT : A Lite BERT for Self-supervised Learning of Language Representations
♂ ELECTRA : Pre-training Text Encoders as Discriminators Rather Than Generators
♂ DeBERTa : Decoding-enhanced BERT with Disentangled Attention
♂ T5 : Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

🥁 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.