Despicable Machines - How Computers Can Be Assholes
Explore the ethical implications of machine learning, examining bias in algorithms and its real-world consequences. Learn about cutting-edge research on counteracting bias and consider unanswered questions in AI morality.
Inside Airbnb - Visualizing Data That Includes Geographic Locations
Aprende a visualizar datos geográficos utilizando herramientas como Bokeh, Holoviews y Datashader. Explora técnicas para representar información de Airbnb en mapas interactivos y dashboards dinámicos.
Feeding Data to AWS Redshift with Airflow
Explore Airflow for efficient data pipelines and learn to integrate it with AWS Redshift for effective ETL processes, schema management, and data transformation techniques.
I Don't Like Mondays - What I Learned About Data Engineering After 2 Years on Call
Insights and best practices for data engineering on-call duties, including minimizing emergencies, effective problem-solving, and implementing robust monitoring systems for improved reliability.
Deep Learning Your Broadband Network at Home
Automate internet speed tests, log data, and analyze time series using Python. Learn data mining, visualization, and anomaly detection techniques like ARIMA and LSTM for broadband network performance.
From an Old-School Data Managing Company to Data Analytics with Python
Exploring the transition to Python-based data analytics for project communication management, focusing on clustering, event detection, and network analysis to enhance project and risk management.
Scientific Computing Using Cython - Best of Both Worlds!
Explore Cython for scientific computing, combining Python-like syntax with C speed. Learn to build native extensions, use static typing, and integrate with C code for optimal performance.
Modelling Pollution from Traffic, Using Smartphone Data and Python
Explore Python-based modeling of traffic pollution using smartphone data, combining traffic assignment, econometric models, and congestion analysis for urban environmental monitoring and mitigation.
Pandas - Not Just for Data Scientists
Discover how Pandas can enhance Python performance and overcome limitations, with practical examples for experienced developers beyond data science applications.
Jupyter Notebooks for Teaching and Learning
Explore Jupyter notebooks' potential in education, from self-learning to taught courses. Discover strengths, limitations, and tools enhancing their effectiveness for diverse learning scenarios.
Hacking Reinforcement Learning
Explore innovative algorithms for generating high-quality samples in reinforcement learning environments, achieving superhuman performance with linear time complexity and good scalability.
How is Python Used in Biomolecular Sciences?
Explore Python's role in computational molecular biology, including tools and workflows for protein simulations and drug discovery. Learn about BioSimSpace, an open-source library simplifying complex biomolecular problem-solving.
Bridging the Gap - From Data Science to Production
Explore strategies to overcome challenges in transitioning data science projects from concept to production, addressing technical, organizational, and quality assurance aspects for successful implementation.
From Zero to Azure with Python, Docker Containers, and Visual Studio Code
Aprenda a criar e implantar aplicativos web Python no Azure usando Docker e Visual Studio Code. Explore notebooks Jupyter hospedados e armazenamento de dados com CosmosDB. Ideal para iniciantes em nuvem e contêineres.
A Jupyter Enhancement Proposal Story
Explore the journey of submitting a Jupyter Enhancement Proposal, from conception to implementation, and learn about programmatic notebook conversions using custom metadata and templates.
Recipe for Text Analysis in Social Media
Explore text analysis in social media using Naïve Bayes classifiers, sentiment analysis, and linguistic information. Learn about opinion lexicons and supervised vs unsupervised learning approaches.
Bad Hotel Again? Find Your Perfect Match
Descubre cómo TrustYou analiza millones de reseñas de hoteles utilizando tecnologías avanzadas para ayudarte a encontrar el alojamiento perfecto basado en tus preferencias y necesidades específicas.
Using Pandas and Dask to Work with Large Columnar Datasets in Apache Parquet
Explore efficient techniques for handling large columnar datasets using Pandas and Dask with Apache Parquet, including partitioning, row group skipping, and optimized data layout for faster queries.
Using Bonobo, Airflow and Grafana to Visualize Your Business
Hands-on introduction to building business dashboards using Bonobo ETL, Airflow, and Grafana. Learn to create data pipelines, visualize metrics, and improve business insights through practical examples and real-world data.
All You Need is Pandas - Unexpected Success Stories
Discover efficient data processing with Pandas through real-world examples, from SVG stroke extraction to letter composition, showcasing improved performance and code maintainability.
Building a Naive Bayes Text Classifier with scikit-learn
Learn to build a Naive Bayes text classifier using scikit-learn, exploring preprocessing techniques and feature extraction methods for effective spam detection in YouTube comments.