Multithreaded Python without the GIL
Explore the "nogil" project's efforts to remove Python's Global Interpreter Lock, enabling efficient multithreaded programming while maintaining compatibility and performance.
Unfolding the Paper Windmills
Demystify academic papers, understand Transformer architecture, and explore JAX ecosystem through hands-on implementation of "Attention is all you need" paper.
Applying Machine Learning Capabilities to Wearable IoT Devices for Boxing Technique Management
Explore how machine learning algorithms on IoT devices can enhance boxing training using motion sensor data, from problem analysis to algorithm deployment on Arduino.
Classifying LEGO Bricks with Machine Learning
Explore the journey of creating a LEGO brick recognition application using Python, covering dataset creation, machine learning approaches, and practical insights for implementation.
Python Packaging Automation - Auto-Publish to PyPI via Pull Requests
Streamline Python package releases with automated publishing to PyPI via pull requests, improving release frequency and empowering contributors to issue their own releases.
I Have to Confess, I Still Love Pandas
Discover the power of Pandas for data science workflows. Learn advantages, efficient usage techniques, and fundamental concepts to enhance your data manipulation skills.
Hitchhickers Guide to D&D
Explore graph algorithms through a D&D-inspired adventure, leveraging Pythonic capabilities to navigate mazes and maximize CPU performance in this unique programming journey.
Zero-Copy Zen - Boost Performance with Memory View
Explore zero-copy techniques in Python using memory view objects to optimize data transfer, minimize memory usage, and boost performance when working with large datasets, sockets, and memory profiling.
Threat to Life - Preventing Planned Murders with Python
Explore how Python-based deep learning models are used to detect life-threatening messages in intercepted communications, aiding law enforcement in preventing violent crimes and protecting potential victims.
The Future of Microprocessors
Explore microprocessor history, current state, and future prospects with insights on technological advancements, industry trends, and potential innovations in computing architecture.
Pydantic - Making Life Easier with Data Validation
Explore Pydantic's declarative syntax for simplified data validation in Python, ensuring accuracy and consistency in complex data structures while reducing errors and tedium.
Generative AI - Beyond Technicalities - An Ethical Perspective
Explore the ethical implications and societal impact of generative AI, focusing on responsible use and potential risks as these technologies become increasingly integrated into our daily lives.
Word Wranglers & News Navigators - Taming GPT-3 Beast for Media Monitoring
Explore the integration of Large Language Models in media monitoring, from using OpenAI models to training a custom model. Learn about real-world implementation challenges and insights.
Language Models for Music Recommendation
Explore building a music recommendation system using language models, inspired by GPT. Learn about factors influencing recommendations and create a personalized approach to content suggestion.
Asyncio Evolved - Enhanced Exception Handling with TaskGroup in Python 3.11
Explore Python 3.11's asyncio.TaskGroup() for improved exception and cancellation handling in asynchronous programming, addressing limitations of existing asyncio APIs.
Deep Dive into Asynchronous SQLAlchemy - Transactions and Connections
Explore caveats and gotchas in asynchronous SQLAlchemy, focusing on transaction and connection handling for backend applications. Learn to navigate potential issues and optimize your ORM usage.
Understanding Neural Network Architectures with Attention and Diffusion
Explore Attention and Diffusion models in neural networks, focusing on their applications in language processing and image synthesis, with simplified diagrams for visual learners.
OCR - Information Through Images
Explore image processing and OCR techniques to extract valuable information from visual data, unlocking potential applications across various fields and industries.
Building and Deploying Fair and Unbiased ML Systems - An Art, Not Science
Explore effective practices for developing and deploying ethical, fair, and unbiased machine learning models in production, addressing challenges of data bias and model complexity.
Time Made Easy - Simplify Date and Time Handling with Python's Pendulum
Simplify date and time handling in Python with Pendulum. Learn to work with time zones, leap years, and daylight saving time using an intuitive API for common operations and complex scenarios.
Working in Units - How to Decouple the Database and Domain Layers in Python
Aprenda a implementar el patrón Unit of Work en Python para separar las capas de dominio y base de datos, mejorando la colaboración entre expertos y desarrolladores.