🏆 150 Python Clean Code Essentials
📢 Elevate your Python skills! Discover 150 essential Clean Code principles for writing readable, understandable, and maintainable code.
⚡ Tap to unlock the complete answer and gain instant insight.
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By: @CodeProgrammer ✨
📢 Elevate your Python skills! Discover 150 essential Clean Code principles for writing readable, understandable, and maintainable code.
⚡ Tap to unlock the complete answer and gain instant insight.
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By: @CodeProgrammer ✨
Telegraph
150 Python Clean Code Essentials
A Comprehensive Guide to 150 Python Clean Code Principles What is Clean Code? Clean Code is a software development philosophy that emphasizes writing code that is easy to read, understand, and maintain. It's not a framework or a library, but a set of principles…
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By: @CodeProgrammer
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Telegraph
Unlock Data Analysis: 150 Tips, Practical Code
A Comprehensive Guide to 150 Essential Data Analysis Tips Part 1: Mindset, Setup, and Data Loading
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This combination is perhaps as low as we can get to explain how the Transformer works
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#Transformers #LLM #AI
https://news.1rj.ru/str/CodeProgrammer 👍
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python-interview-questions.pdf
1.2 MB
100 Python Interview Questions and Answers
This book is a practical guide to mastering Python interview preparation. It contains 100 carefully curated questions with clear, concise answers designed in a quick-reference style.
#Python #PythonTips #PythonProgramming
https://news.1rj.ru/str/CodeProgrammer
This book is a practical guide to mastering Python interview preparation. It contains 100 carefully curated questions with clear, concise answers designed in a quick-reference style.
#Python #PythonTips #PythonProgramming
https://news.1rj.ru/str/CodeProgrammer
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🏆 Python NumPy Tips
📢 Unlock the power of NumPy! Get essential Python tips for creating and manipulating arrays effectively for data analysis and scientific computing.
⚡ Tap to unlock the complete answer and gain instant insight.
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By: @CodeProgrammer ✨
📢 Unlock the power of NumPy! Get essential Python tips for creating and manipulating arrays effectively for data analysis and scientific computing.
⚡ Tap to unlock the complete answer and gain instant insight.
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By: @CodeProgrammer ✨
Telegraph
Python NumPy Tips
Python tip:Create a NumPy array from a Python list.import numpy as npa = np.array([1, 2, 3])
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🤖🧠 The Transformer Architecture: How Attention Revolutionized Deep Learning
🗓️ 11 Nov 2025
📚 AI News & Trends
The field of artificial intelligence has witnessed a remarkable evolution and at the heart of this transformation lies the Transformer architecture. Introduced by Vaswani et al. in 2017, the paper “Attention Is All You Need” redefined the foundations of natural language processing (NLP) and sequence modeling. Unlike its predecessors – recurrent and convolutional neural networks, ...
#TransformerArchitecture #AttentionMechanism #DeepLearning #NaturalLanguageProcessing #NLP #AIResearch
🗓️ 11 Nov 2025
📚 AI News & Trends
The field of artificial intelligence has witnessed a remarkable evolution and at the heart of this transformation lies the Transformer architecture. Introduced by Vaswani et al. in 2017, the paper “Attention Is All You Need” redefined the foundations of natural language processing (NLP) and sequence modeling. Unlike its predecessors – recurrent and convolutional neural networks, ...
#TransformerArchitecture #AttentionMechanism #DeepLearning #NaturalLanguageProcessing #NLP #AIResearch
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🏆 Streamline Your Email Sending
📢 Effortlessly send emails to large audiences! This guide unlocks the power of email automation for your information and promotional campaigns.
⚡ Tap to unlock the complete answer and gain instant insight.
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By: @CodeProgrammer ✨
📢 Effortlessly send emails to large audiences! This guide unlocks the power of email automation for your information and promotional campaigns.
⚡ Tap to unlock the complete answer and gain instant insight.
━━━━━━━━━━━━━━━
By: @CodeProgrammer ✨
Telegraph
Streamline Your Email Sending
🐍 Email Sending Automation
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The easiest way to write documentation for code
The open Davia project allows you to generate neat internal documentation with visual diagrams for any code.
Just install it on your system, follow the steps in their documentation, run the command in the project folder, and voila, it will generate complete documentation with structured visuals that you can view and edit💯
👉 https://github.com/davialabs/davia
https://news.1rj.ru/str/CodeProgrammer🩵
The open Davia project allows you to generate neat internal documentation with visual diagrams for any code.
Just install it on your system, follow the steps in their documentation, run the command in the project folder, and voila, it will generate complete documentation with structured visuals that you can view and edit
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Brought an awesome repo for those who love learning from real examples. It contains over a hundred open-source clones of popular services: from Airbnb to YouTube
Each project is provided with links to the source code, demos, stack denoscription, and the number of stars on GitHub. Some even have tutorials on how to create them
Grab it on GitHub🍯 : https://github.com/gorvgoyl/clone-wars
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Each project is provided with links to the source code, demos, stack denoscription, and the number of stars on GitHub. Some even have tutorials on how to create them
Grab it on GitHub
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Tip for clean code in Python:
Use Dataclasses for classes that primarily store data. The
#Python #CleanCode #ProgrammingTips #SoftwareDevelopment #Dataclasses #CodeQuality
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By: @CodeProgrammer ✨
Use Dataclasses for classes that primarily store data. The
@dataclass decorator automatically generates special methods like __init__(), __repr__(), and __eq__(), reducing boilerplate code and making your intent clearer.from dataclasses import dataclass
# --- BEFORE: Using a standard class ---
# A lot of boilerplate code is needed for basic functionality.
class ProductOld:
def __init__(self, name: str, price: float, sku: str):
self.name = name
self.price = price
self.sku = sku
def __repr__(self):
return f"ProductOld(name='{self.name}', price={self.price}, sku='{self.sku}')"
def __eq__(self, other):
if not isinstance(other, ProductOld):
return NotImplemented
return (self.name, self.price, self.sku) == (other.name, other.price, other.sku)
# Example Usage
product_a = ProductOld("Laptop", 1200.00, "LP-123")
product_b = ProductOld("Laptop", 1200.00, "LP-123")
print(product_a) # Output: ProductOld(name='Laptop', price=1200.0, sku='LP-123')
print(product_a == product_b) # Output: True
# --- AFTER: Using a dataclass ---
# The code is concise, readable, and less error-prone.
@dataclass(frozen=True) # frozen=True makes instances immutable
class Product:
name: str
price: float
sku: str
# Example Usage
product_c = Product("Laptop", 1200.00, "LP-123")
product_d = Product("Laptop", 1200.00, "LP-123")
print(product_c) # Output: Product(name='Laptop', price=1200.0, sku='LP-123')
print(product_c == product_d) # Output: True
#Python #CleanCode #ProgrammingTips #SoftwareDevelopment #Dataclasses #CodeQuality
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By: @CodeProgrammer ✨
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Stochastic and deterministic sampling methods in diffusion models produce noticeably different trajectories, but ultimately both reach the same goal.
Diffusion Explorer allows you to visually compare different sampling methods and training objectives of diffusion models by creating visualizations like the one in the 2 videos.
Additionally, you can, for example, train a model on your own dataset and observe how it gradually converges to a sample from the correct distribution.
Check out this GitHub repository:
https://github.com/helblazer811/Diffusion-Explorer
👉 https://news.1rj.ru/str/CodeProgrammer
Diffusion Explorer allows you to visually compare different sampling methods and training objectives of diffusion models by creating visualizations like the one in the 2 videos.
Additionally, you can, for example, train a model on your own dataset and observe how it gradually converges to a sample from the correct distribution.
Check out this GitHub repository:
https://github.com/helblazer811/Diffusion-Explorer
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Forwarded from Machine Learning
📌 PyTorch Tutorial for Beginners: Build a Multiple Regression Model from Scratch
🗂 Category: DEEP LEARNING
🕒 Date: 2025-11-19 | ⏱️ Read time: 14 min read
Dive into PyTorch with this hands-on tutorial for beginners. Learn to build a multiple regression model from the ground up using a 3-layer neural network. This guide provides a practical, step-by-step approach to machine learning with PyTorch, ideal for those new to the framework.
#PyTorch #MachineLearning #NeuralNetwork #Regression #Python
🗂 Category: DEEP LEARNING
🕒 Date: 2025-11-19 | ⏱️ Read time: 14 min read
Dive into PyTorch with this hands-on tutorial for beginners. Learn to build a multiple regression model from the ground up using a 3-layer neural network. This guide provides a practical, step-by-step approach to machine learning with PyTorch, ideal for those new to the framework.
#PyTorch #MachineLearning #NeuralNetwork #Regression #Python
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Comprehensive Python Cheatsheet.pdf
6.3 MB
Comprehensive Python Cheatsheet
This Comprehensive #Python Cheatsheet brings together core syntax, data structures, functions, #OOP, decorators, regular expressions, libraries, and more — neatly organized for quick reference and deep understanding.
This Comprehensive #Python Cheatsheet brings together core syntax, data structures, functions, #OOP, decorators, regular expressions, libraries, and more — neatly organized for quick reference and deep understanding.
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🚀 THE 7-DAY PROFIT CHALLENGE! 🚀
Can you turn $100 into $5,000 in just 7 days?
Lisa can. And she’s challenging YOU to do the same. 👇
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Can you turn $100 into $5,000 in just 7 days?
Lisa can. And she’s challenging YOU to do the same. 👇
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Data Science Formulas Cheat Sheet.pdf
175.4 KB
👨🏻💻 This cheat sheet presents important data science concepts along with their formulas.
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Forwarded from Machine Learning with Python
🚀 THE 7-DAY PROFIT CHALLENGE! 🚀
Can you turn $100 into $5,000 in just 7 days?
Lisa can. And she’s challenging YOU to do the same. 👇
https://news.1rj.ru/str/+AOPQVJRWlJc5ZGRi
https://news.1rj.ru/str/+AOPQVJRWlJc5ZGRi
https://news.1rj.ru/str/+AOPQVJRWlJc5ZGRi
Can you turn $100 into $5,000 in just 7 days?
Lisa can. And she’s challenging YOU to do the same. 👇
https://news.1rj.ru/str/+AOPQVJRWlJc5ZGRi
https://news.1rj.ru/str/+AOPQVJRWlJc5ZGRi
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