10 VScode extensions every data scientist should have💻🤖
1. Python
2. Pylance
3. Python Indent
4. Jupyter
5. Jupyter notebook renderers
6. DVC - (ML model experiment tracking)
7. Gitlens
8. Todo MD
9. Excel viewer
10. Markdown preview GitHub styling
1. Python
2. Pylance
3. Python Indent
4. Jupyter
5. Jupyter notebook renderers
6. DVC - (ML model experiment tracking)
7. Gitlens
8. Todo MD
9. Excel viewer
10. Markdown preview GitHub styling
Hugging face released 🌸 BLOOM 🌸 model today, the world’s largest open multilingual language model!
With its 176 billion parameters, BLOOM is able to generate text in 46 natural languages and 13 programming languages.
This release is the culmination of more than a year of work involving over 1000 researchers from 70 countries and 250 institutions, leading to a final run of 11 weeks of training on the Jean Zay supercomputer in the south of Paris, France
Researchers can now download, run and study 🌸 BLOOM 🌸 to investigate the performance and behaviour of recently developed large language models down to their deepest internal operations.
For more information
https://bigscience.huggingface.co/blog/bloom
With its 176 billion parameters, BLOOM is able to generate text in 46 natural languages and 13 programming languages.
This release is the culmination of more than a year of work involving over 1000 researchers from 70 countries and 250 institutions, leading to a final run of 11 weeks of training on the Jean Zay supercomputer in the south of Paris, France
Researchers can now download, run and study 🌸 BLOOM 🌸 to investigate the performance and behaviour of recently developed large language models down to their deepest internal operations.
For more information
https://bigscience.huggingface.co/blog/bloom
✍️✍️ 77 per cent of the devices used today have some sort of AI-enabled feature. The global market is projected at USD120 billion by 2025. A post-pandemic world only accelerates that demand. AI is both a challenge and an opportunity.
✍️✍️ Yesterday, admins of the PyPI registry announced they were in the process of introducing two-factor authentication (2FA) requirement for projects deemed "critical."
https://pypi.org/security-key-giveaway/
✍️✍️ AI bot wrote a scientific paper on itself 2-hours.
✍️✍️ DeepMind AI learns simple physics like a baby. The software model, named Physics Learning through Auto-encoding and Tracking Objects (PLATO), was fed the raw images from the videos, but also versions that highlighted each object in the scene. PLATO was designed to develop an internal representation of the physical properties of the objects, such as their positions and velocities.
✍️✍️ Google and Microsoft call ‘EMOTION AI’ risky but only limit usage.
✍️✍️ Indian Defence Minister launched 75 defence products powered by AI on July 11th, Monday. These products will be found at the first-ever ‘Artificial Intelligence in Defence’ (AIDef) symposium.
✍️✍️ Indian Railways to install AI-enabled CCTV cameras by Jan 2023. All these CCTV cameras under the VSS(Video Surveillance System) at railway stations, which are major hubs of transportation, would be Internet Protocol (IP) covering the waiting halls, reservation counters, parking areas, main entrance and exit, platforms, foot over bridges, booking offices", said the railway
Failure Usecase in AI
✍️✍️ In 2013, the Dutch government deployed artificial intelligence to handle childcare benefits applications and, as you might guess, it did not go well. Disproportionately, ethnic minorities were denied benefits and charged with fraud, and the entire imbroglio culminated in the cabinet resigning in January 2021. Now, it seems, it may not have been a fault of technology as much as a fault of the human beings, or policymakers, operating the technology.
✍️✍️ Yesterday, admins of the PyPI registry announced they were in the process of introducing two-factor authentication (2FA) requirement for projects deemed "critical."
https://pypi.org/security-key-giveaway/
✍️✍️ AI bot wrote a scientific paper on itself 2-hours.
✍️✍️ DeepMind AI learns simple physics like a baby. The software model, named Physics Learning through Auto-encoding and Tracking Objects (PLATO), was fed the raw images from the videos, but also versions that highlighted each object in the scene. PLATO was designed to develop an internal representation of the physical properties of the objects, such as their positions and velocities.
✍️✍️ Google and Microsoft call ‘EMOTION AI’ risky but only limit usage.
✍️✍️ Indian Defence Minister launched 75 defence products powered by AI on July 11th, Monday. These products will be found at the first-ever ‘Artificial Intelligence in Defence’ (AIDef) symposium.
✍️✍️ Indian Railways to install AI-enabled CCTV cameras by Jan 2023. All these CCTV cameras under the VSS(Video Surveillance System) at railway stations, which are major hubs of transportation, would be Internet Protocol (IP) covering the waiting halls, reservation counters, parking areas, main entrance and exit, platforms, foot over bridges, booking offices", said the railway
Failure Usecase in AI
✍️✍️ In 2013, the Dutch government deployed artificial intelligence to handle childcare benefits applications and, as you might guess, it did not go well. Disproportionately, ethnic minorities were denied benefits and charged with fraud, and the entire imbroglio culminated in the cabinet resigning in January 2021. Now, it seems, it may not have been a fault of technology as much as a fault of the human beings, or policymakers, operating the technology.
PyPI
PyPI 2FA Security Key Giveaway
PyPI is implementing a 2FA requirement for critical projects, and distributing security keys to critical maintainers.
Today, Python can be used to create native applications for mobile, web, and desktop environments 🐍📱 In @anaconda Inc next webinar, learn the basics for building & deploying Python anywhere using PyBeeWare
Register here! 👉bit.ly/3RBE2SU
Register here! 👉bit.ly/3RBE2SU
IamPython
Today, Python can be used to create native applications for mobile, web, and desktop environments 🐍📱 In @anaconda Inc next webinar, learn the basics for building & deploying Python anywhere using PyBeeWare Register here! 👉bit.ly/3RBE2SU
On24
Native Application Development with Python
Wednesday, July 20, 2022 at 01:00 PM Central Daylight Time.
If anyone is to join Whatapp group for quick updates
Kindly share below group to the people who are interested in AI -Datascience which run by me since so long ..
https://chat.whatsapp.com/ECDLgJ50bZx7cw9IJ4GoOS
Kindly share below group to the people who are interested in AI -Datascience which run by me since so long ..
https://chat.whatsapp.com/ECDLgJ50bZx7cw9IJ4GoOS
WhatsApp.com
A&D BoonDocks
WhatsApp Group Invite
Here are some useful extensions for VS Code when you are a Python Developer 🐍
▶️Python
▶️Python Indent
▶️AREPL for Python
▶️autoDocstring
▶️Kite AutoComplete
▶️TabOut
▶️CodeSnap
▶️advanced-new-file
▶️Python
▶️Python Indent
▶️AREPL for Python
▶️autoDocstring
▶️Kite AutoComplete
▶️TabOut
▶️CodeSnap
▶️advanced-new-file
Introducing PyTorchLive, an easy to use library of tools for creating on-device ML demos on Android and iOS. With Live, you can build a working mobile app ML demo in minutes. https://pytorch.org/blog/introducing-the-playtorch-app/?utm_source=twitter&utm_medium=organic_social&utm_campaign=blog&content=playtorchv0.2launch
pytorch.org
Introducing the PlayTorch app: Rapidly Create Mobile AI Experiences
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)
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
◌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/
👉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
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
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