Learn Python Coding
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Learn Python through simple, practical examples and real coding ideas. Clear explanations, useful snippets, and hands-on learning for anyone starting or improving their programming skills.

Admin: @HusseinSheikho || @Hussein_Sheikho
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✨ Quiz: Polars vs pandas: What's the Difference? ✨

πŸ“– Take this quiz to test your knowledge of the Polars vs pandas tutorial and review the key differences between these open-source Python libraries.

🏷️ #intermediate #data-science #python
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✨ neural network | AI Coding Glossary ✨

πŸ“– A computational model composed of layered, interconnected units that learn learn input-to-output mappings.

🏷️ #Python
✨ generative model | AI Coding Glossary ✨

πŸ“– A model that learns a data distribution so it can generate new samples or assign probabilities to observations.

🏷️ #Python
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✨ prompt engineering | AI Coding Glossary ✨

πŸ“– The practice of designing and refining prompts for generative models.

🏷️ #Python
✨ training | AI Coding Glossary ✨

πŸ“– The process of fitting a model’s parameters to data by minimizing a loss function.

🏷️ #Python
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✨ system prompt | AI Coding Glossary ✨

πŸ“– A message that establishes a model’s role, goals, constraints, and style before user inputs.

🏷️ #Python
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✨ hallucination | AI Coding Glossary ✨

πŸ“– When a generative model produces confident but false or unverifiable content and presents it as fact.

🏷️ #Python
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Forwarded from Machine Learning
πŸ“Œ Python 3.14 and the End of the GIL

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-10-18 | ⏱️ Read time: 16 min read

Exploring the opportunities and challenges of a GIL-free Python
✨ temperature | AI Coding Glossary ✨

πŸ“– A decoding parameter that rescales model logits before sampling.

🏷️ #Python
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✨ context engineering | AI Coding Glossary ✨

πŸ“– The systematic design and optimization of the information given to a model at inference time so it can answer effectively.

🏷️ #Python
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✨ context window | AI Coding Glossary ✨

πŸ“– The maximum span of tokens that a language model can consider at once.

🏷️ #Python
✨ token | AI Coding Glossary ✨

πŸ“– A minimal unit of text used by NLP systems and language models.

🏷️ #Python
✨ When Should You Use .__repr__() vs .__str__() in Python? ✨

πŸ“– Find out when to choose Python's __repr__() vs __str__() in your classes so your objects show helpful information for debugging and user output.

🏷️ #intermediate #best-practices
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Clean code tip in Python:

Avoid naive datetime objects β€” always use those that consider the time zone.

Work with them in UTC, and show the user only in their local timezone.

import datetime
from zoneinfo import ZoneInfo

# BAD
now = datetime.datetime.now()

print(now.isoformat())
# 2025-10-21T15:03:07.332217

# GOOD
now = datetime.datetime.now(tz=ZoneInfo("UTC"))
print(now.isoformat())
# 2025-10-21T12:04:22.573590+00:00

print(now.astimezone().isoformat())
# 2025-10-21T15:04:22.573590+03:00


πŸ‘‰  @DataScience4
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✨ What Can I Do With Python? ✨

πŸ“– Learn how Python builds software, powers AI, automates tasks, and drives robotics. Discover tools and projects to guide your programming journey.

🏷️ #basics #career
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✨ reinforcement learning | AI Coding Glossary ✨

πŸ“– A learning approach where an agent improves decisions by interacting with an environment and maximizing cumulative reward.

🏷️ #Python
✨ loss function | AI Coding Glossary ✨

πŸ“– A scalar objective that measures prediction error and shapes gradients to guide model training.

🏷️ #Python
✨ Quiz: What Can I Do With Python? ✨

πŸ“– Test your knowledge of what Python can and can't do, from web and GUI apps to data science, CLI tools, and embedded systems.

🏷️ #basics #career
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