✨ Quiz: Building a Python GUI Application With Tkinter ✨

📖 Test your Tkinter skills with this interactive challenge on widgets, layouts, event loops, and text/file handling in Python GUIs.

🏷️ #basics #gui #stdlib

✨ Quiz: Using Loguru to Simplify Python Logging ✨

📖 Test your knowledge of Loguru for Python logging, from zero-config setup and log levels to custom formats and adding context.

🏷️ #intermediate #tools

🚀 Sber has released two open-source MoE models: GigaChat-3.1 Ultra and Lightning

Both code and weights are available under the MIT license on HuggingFace.

👉 Key details:

• Trained from scratch (not a finetune) on proprietary data and infrastructure
• Mixture-of-Experts (MoE) architecture

Models:

🧠 GigaChat-3.1 Ultra
• 702B MoE model for high-performance environments
• Outperforms DeepSeek-V3-0324 and Qwen3-235B on math and reasoning benchmarks
• Supports FP8 training and MTP

⚡️ GigaChat-3.1 Lightning
• 10B model (1.8B active parameters)
• Outperforms Qwen3-4B and Gemma-3-4B on Sber benchmarks
• Efficient local inference
• Up to 256k context

Engineering highlights:

• Custom metric to detect and reduce generation loops
• DPO training moved to native FP8
• Improvements in post-training pipeline
• Identified and fixed a critical issue affecting evaluation quality

🌍 Trained on 14 languages (optimized for English and Russian)

Use cases:

• chatbots
• AI assistants
• copilots
• internal ML systems

Sber provides a solid open foundation for developers to build production-ready AI systems with lower infrastructure costs.

✨ Quiz: Implementing the Factory Method Pattern in Python ✨

📖 Learn how the Factory Method pattern separates creation from use, promotes decoupling, and organizes Python products efficiently.

🏷️ #intermediate #best-practices

✨ Dictionaries in Python ✨

📖 Learn how dictionaries in Python work: create and modify key-value pairs using dict literals, the dict() constructor, built-in methods, and operators.

🏷️ #basics #python

✨ ctypes | Python Standard Library ✨

📖 Allows for calling functions in shared C libraries and DLLs using C-compatible data types.

🏷️ #Python

✨ Quiz: Reading Input and Writing Output in Python ✨

📖 Test your Python basics: read user input with input(), display output with print(), and handle numeric conversions.

🏷️ #basics #python

✨ curses | Python Standard Library ✨

📖 Provides tools for building text-based user interfaces in Unix terminals, providing control over cursor position, colors, windows, and keyboard input.

🏷️ #Python

✨ Quiz: Exploring Protocols in Python ✨

📖 Test your knowledge of Python protocols, structural subtyping, and static type checking, including generic and subprotocol usage.

🏷️ #intermediate #python

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✨ dbm | Python Standard Library ✨

📖 Provides a generic dictionary-like interface to DBM-style key-value databases backed by a file on disk.

🏷️ #Python

✨ Quiz: Python Continuous Integration and Deployment Using GitHub Actions ✨

📖 Practice essential GitHub Actions concepts, from workflow file locations to triggers and common CI/CD tasks, with this hands-on quiz.

🏷️ #advanced #devops

✨ Quiz: Gemini CLI vs Claude Code: Which to Choose for Python Tasks ✨

📖 Compare Gemini CLI and Claude Code across user experience, performance, code quality, and cost to find the right AI coding tool for you.

🏷️ #intermediate #ai #tools

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✨ difflib | Python Standard Library ✨

📖 Provides classes and functions for comparing sequences and generating human-readable difference reports between text, strings, and other sequences.

🏷️ #Python

✨ Quiz: Explore Your Dataset With pandas ✨

📖 Test your pandas fundamentals: core structures, indexing, filtering, grouping, dtypes, and combining DataFrames.

🏷️ #basics #data-science

✨ Quiz: Vector Databases and Embeddings With ChromaDB ✨

📖 Test your knowledge of vector databases and ChromaDB, from cosine similarity and embeddings to querying collections and RAG.

🏷️ #advanced #ai #databases #data-science #machine-learning

✨ Quiz: Altair: Declarative Charts With Python ✨

📖 Test your knowledge of Altair, the declarative data visualization library for Python that turns DataFrames into interactive charts.

🏷️ #intermediate #data-science #data-viz