A curated list of free resources for data mining, analysis, and visualization, including books, tools, libraries, and tutorials.
Explains the theory behind linear regression models, a fundamental machine learning algorithm for predicting continuous numerical values.
This article details integrating the wal-e Postgres backup tool into a Shiv app format to streamline deployment processes.
Explains the difference between library and application dependencies in Python, covering version specification and deployment reproducibility.
A tutorial on using Python's itertools.groupby function to group and sort data, demonstrated with an employee list example.
Integrating Celery worker and beat scheduler into a Shiv app to simplify Python SaaS deployment and tool management.
A developer documents building a Flask web app with user authentication and a code diary feature as part of the #100DaysOfCode challenge.
A developer discusses the implications of still using Python 2 in 2019, sharing slides from a conference talk on the topic.
A quick one-liner command to clean up temporary and test conda environments in Python development.
Explores the practical uses of reversible computing, from automatic differentiation in deep learning to distributed systems and database operations.
A developer shares how solving coding puzzles on Advent of Code helps practice algorithms, learn Python, and improve problem-solving skills.
Explains the theory behind linear regression models, a fundamental machine learning algorithm for predicting continuous numerical values.
A tutorial on using Python's pandas library to clean CSV data and export it to JSON format for data layer integration.
A Python programming tip showing how to replace multiple if-statements with a dictionary for cleaner, more readable code, using a simple calculator example.
Explains two Python solutions to a coding puzzle where a function must return True using integer interning or a custom class.
Episode on automating static asset deployment to AWS S3 via CircleCI and pulling files with Ansible during SaaS deployment.
The author explains their decision to create a Patreon for financial support to improve their long-form educational content and live streams.
A developer shares how they built a low-cost Azure game using Logic Apps and Face API for event engagement, with code on GitHub.
A crash course on the theory behind linear regression models, a fundamental machine learning algorithm for predicting numerical values.
Connecting a Django Shiv application to Nginx to complete the deployment process for a SaaS project.
