In another 10mins - you will understand python development

Now Google is making a $350,000 donation to support some Python Software Foundation (PSF) projects that aim to improve the supply-chain security of the Python ecosystem.Google steps up its sponsorship of one of the most popular and important languages for machine learning and artificial intelligence

Python integers are interesting because they are not just 32-bit or 64-bit integers that CPUs work with natively. Python integers are arbitrary-precision integers, also known as bignums. This means that they can be as large as we want, and their sizes are only limited by the amount of available memory.

PipeLayer is a lightweight Python pipeline framework. Define a series of steps, and chain them together to create modular applications.


pip install pipelayer



https://github.com/greater-than/PipeLayer

Google AI is Announced the release of TensorFlow 3D, a set of training and evaluation pipelines for state-of-the-art 3D semantic segmentation, object detection and instance segmentation, with support for distributed training

Python is introducing new keyword name called “match” which is similar to switch in C, C++, Java (not exact the same). It will land in next alpha release of 3.10. You can use this one with functions, without functions and even in classes.

Florence is a Python-based computational framework for the numerical simulations of multi-physics problems using the finite element methods.

Florence supports all major operating systems including Linux, macOS and Windows (under Cygwin/MinGW) under
• Python 2.7
• Python >= 3.5
• PyPy >= v5.7.0


pip install Florence


Doc : https://github.com/romeric/florence/wiki/1.-Getting-started-with-Florence

Do you know what is IIFE in Python ?

IIFE - immediately invoked function execution:

Which you can use in lambda expression passing args values immediate right to expression.


(lambda x, y, z: x + y + z)(1, 2, 3)


Note : IIFE is actually concept from JavaScript

⌛⌛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

In near future, you can raise groups of exceptions at a time in Python.

A new grammar feature, except*, will allow multiple except clauses to match and execute.


A single ExceptionGroup can cause several except* clauses to execute, but each such clause executes at most once (for all matching exceptions from the group) and each exception is either handled by exactly one clause (the first one that matches its type) or is reraised at the end.

Metaflow is a human-friendly Python/R library that helps scientists and engineers build and manage real-life data science projects. Metaflow was originally developed at Netflix to boost productivity of data scientists who work on a wide variety of projects from classical statistics to state-of-the-art deep learning.


pip install metaflow


A framework for real-life data science

https://youtu.be/TATmeEFdLuI


This is yesterday’s recorded session


Check resources links in video description


30 AI and Datascience Resources

Everyweek we will be connecting for DataScience Dialogue. We discussed AutoML and DataRobot Demo #2 in this week. I have demonstrated the DataRobot which market leading AutoML tool.

Unicorn - A Magical Full-stack Framework for Django - My Talk #2 https://youtu.be/UlFcUXxYSto

Machine learning steps:


Analyze the problem
Gather the data
Prepare the data
Choose the right model
Train the model
Evaluate the results
Look for biases
Tune it
Deploy the model
Monitor it
Retrain it