Using Python to Teach Computational Finance
Explore computational finance using Python and Probo package. Learn derivative pricing, Monte Carlo simulation, and dynamic hedging through hands-on demos and Jupyter notebooks.
Dash - Interactive Data Visualization Web Apps with No Javascript
Learn to create interactive data visualization web apps using Dash, a Python framework that requires no JavaScript. Discover best practices, common pitfalls, and when to transition to traditional web development.
Boosting Research with Machine Learning
Explore machine learning applications in research, from neuron recognition to EEG-based movement prediction. Learn Python techniques for data preparation and analysis using various ML methods.
Bioinformatics Pipeline for Revealing Tumour Heterogeneity
Explore a Python-based bioinformatics pipeline for analyzing single-cell DNA sequencing data to reveal tumor heterogeneity, aiding in personalized cancer treatment decisions.
Extracting Tabular Data from PDFs with Camelot and Excalibur
Learn to extract tabular data from PDFs using open-source Python tools Camelot and Excalibur. Discover installation, usage, and automation techniques for efficient data extraction and processing.
Classification Based on Missing Features in Deep Convolutional Neural Networks
Explore a novel approach to enhance neural network accuracy and robustness in adversarial situations, focusing on classification based on missing features in deep convolutional models.
Securely Executing Python Machine Learning Models with Distroless Images at ING
Explore secure execution of Python ML models using distroless images at ING. Learn about security risks, minimal Docker images, and practical implementation in a banking environment.
Auditing Hooks and Security Transparency for CPython
Explore CPython's new security features: auditing hooks and verified open call. Learn how to detect and prevent malicious use of Python, integrating with OS security frameworks.
Writing a Python Autoreloader
Explore the complexities of Python autoreloaders, their inner workings, and challenges in implementation. Learn from Django 2.2's refactoring process and discover a new library for simplifying autoreloader development.
Is It Me, or the GIL
Explore methods and tools for analyzing Python's Global Interpreter Lock impact on application performance, helping developers focus on actual problematic areas needing improvement.
How to Ship a Python App to a Hundred Million Desktops
Discover best practices for building and shipping high-quality desktop applications using Python, drawing from Dropbox's decade-long experience in developing cross-platform software for millions of users.
TensorFlow 2.0 - TensorFlow Strikes Back
Explore TensorFlow 2.0's new features, including Keras API, eager execution, and improved production pipeline, enhancing usability while maintaining performance and scalability.
Refactoring in Python
Discover strategies for improving Python code quality, from easy wins to advanced techniques. Learn to identify and replace problematic patterns, write maintainable code, and prevent future issues.
Building Industry 4.0 Logistics Applications with MicroPython and ESP32 MCUs
Explore how MicroPython and ESP32 MCUs can create innovative Industry 4.0 logistics solutions, focusing on a forklift hailing application. Learn about prototyping, deployment, and live demonstration.
Introduction to Python and MongoDB
Learn to build database applications using PyMongo for MongoDB. Live coding demonstration showcases the simplicity and power of integrating Python with this popular NoSQL database.
The World's Cheapest, Simplest Plotter
Learn to build an ultra-cheap plotter using a Raspberry Pi Zero, servo motors, and everyday materials. Explore Python-driven robotics with minimal resources and skills, ideal for education and introducing young people to programming.
When a Biologist Met Python
Explore the intersection of biology and Python, discovering how computational tools enhance biological research and improve scientific workflows.
Building Data-Driven Client Relationship Management in Banking with Python
Transforming banking sales with Python: data-driven client management, machine learning pipelines, and automated processes for improved efficiency and personalized service.
From Python Script to Open Source Project
Comprehensive guide to transform a Python script into a polished open-source project, covering structure, testing, automation, and best practices for community contribution and maintenance.
When a Biologist Met Python
Explore the intersection of biology and Python, discovering how this programming language revolutionizes research in computational biology and bioinformatics through various modules and tools.
Get Up to Speed with Cython 3.0
Explore Cython 3.0's capabilities for optimizing Python code, enhancing performance, and integrating native code. Learn about upcoming changes and their impact on user experience.