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Forwarded from Machine Learning with Python
🗂 500+ Cheat Sheets on Machine Learning
This repository contains materials on virtually everything: from basic algorithms and mathematics to neural networks, transformers, and advanced Deep Learning.
Each cheat sheet includes theory, formulas, Python examples, and tips on how to apply them.
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https://github.com/gurovic/MLCheatSheets
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This repository contains materials on virtually everything: from basic algorithms and mathematics to neural networks, transformers, and advanced Deep Learning.
Each cheat sheet includes theory, formulas, Python examples, and tips on how to apply them.
⛓ You can find it here
https://github.com/gurovic/MLCheatSheets
#MachineLearning #DeepLearning #Python #DataScience #NeuralNetworks #AI
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🚀 Django 6.1: Loading related data on demand, cascading deletion handled by the database, and a new email configuration.
The release was made on August 5th. Three major changes:
1. New Field Loading Modes 📂
In this example, Django executes two queries: one for the books and one for their authors.
The
2. Deletion at the Database Level 🗑
For
Note:
3. Multiple Email Backends 📧
The
Before upgrading, check your database versions: you need PostgreSQL 15+, MySQL 8.4+, MariaDB 10.11+, or SQLite 3.37+.
🔗 https://www.djangoproject.com/weblog/2026/aug/05/django-61-released/
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The release was made on August 5th. Three major changes:
1. New Field Loading Modes 📂
FETCH_PEERS retrieves data for related objects from the same QuerySet when accessing an un-loaded field. This helps combat the N+1 problem:from django.db import models
books = Book.objects.fetch_mode(models.FETCH_PEERS)
for book in books:
print(book.author.name)
In this example, Django executes two queries: one for the books and one for their authors.
The
FETCH_RAISE mode raises an exception instead of performing an implicit query – useful for detecting unexpected database accesses.2. Deletion at the Database Level 🗑
For
ForeignKey.on_delete, the options DB_CASCADE, DB_SET_NULL, and DB_SET_DEFAULT are now available. The logic is handled directly by the database using SQL ON DELETE.Note:
DB_CASCADE does not trigger pre_delete and post_delete signals.3. Multiple Email Backends 📧
The
MAILERS configuration allows you to define different connections using a dictionary, and you can select the desired connection when sending emails using the using parameter.Before upgrading, check your database versions: you need PostgreSQL 15+, MySQL 8.4+, MariaDB 10.11+, or SQLite 3.37+.
🔗 https://www.djangoproject.com/weblog/2026/aug/05/django-61-released/
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Django Project
Django 6.1 released
Posted by Jacob Walls on Aug. 5, 2026
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