Tag: Python
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Develop data visualization interfaces in Python with Dash
Posted on June 26, 2023, Level intermediate Resource Length long
In the past, creating analytical web applications was a task for seasoned developers that required knowledge of multiple programming languages and frameworks. That's no longer the case. Nowadays, you can make data visualization interfaces using pure Python. One popular tool for this is Dash. By Bob Pacheco.
Tags python programming web-development frameworks analytics
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How to upgrade your Flask application using async
Posted on June 9, 2023, Level intermediate Resource Length medium
Long before Python 3, and ChatGPT, and TikTok, poor developers had to write their web servers using *shudders* Python 2 native features. This meant no asynchronous operations. The frameworks that arose from this era proliferated and became cornerstones of web development. There might even be a synchronous Python web server showing you this text right now. But things change, and with Python 3's native support of asynchronous operations came a new standard - Asynchronous Server Gateway Interface (ASGI). By vidavolta.io.
Tags python app-development web-development
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Python classes: The power of object-oriented programming
Posted on April 30, 2023, Level intermediate Resource Length long
Python supports the object-oriented programming paradigm through classes. They provide an elegant way to define reusable pieces of code that encapsulate data and behavior in a single entity. With classes, you can quickly and intuitively model real-world objects and solve complex problems. By Leodanis Pozo Ramos.
Tags oop programming python learning
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Pandas 2.0 and its ecosystem (Arrow, Polars, DuckDB)
Posted on March 15, 2023, Level intermediate Resource Length medium
Data manipulation and analysis can be challenging and involve working with large datasets. Thankfully, a widely used Python library known as Pandas has become the go-to tool for processing and manipulating data. Pandas recently got an update, which is version 2.0. This article takes a closer look at what Pandas is, its success, and what the new version brings, including its ecosystem around Arrow, Polars, and DuckDB. By Simon Späti.
Tags big-data data-science python programming
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How to orchestrate an ETL Data Pipeline with Apache Airflow
Posted on March 10, 2023, Level intermediate Resource Length medium
Data Orchestration involves using different tools and technologies together to extract, transform, and load (ETL) data from multiple sources into a central repository. By Aviator Ifeanyichukwu.
Tags apache database nosql data-science python big-data
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Temporal graph neural networks with Pytorch - How to create a simple recommendation engine on an Amazon dataset
Posted on February 11, 2023, Level beginner Resource Length long
Over the course of the last few months, we at Memgraph have been working on something that we believe could be helpful with classical graph prediction tasks. With our latest newborn query module, you will have the option of performing both label classification and link prediction. By Antonio Filipovic.
Tags cloud big-data devops data-science python
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8 most popular Python HTML web scraping packages with benchmarks
Posted on February 4, 2023, Level intermediate Resource Length long
This blog post will cover Python web scraping packages in terms of their speed, ease of use, and personal investigations. This blog post won't cover what webscraping is and how parsers work. By Dmitriy Zub.
Tags python programming web-development app-development performance
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How to build a GraphQL server in Python with Graphene
Posted on December 4, 2022, Level intermediate Resource Length medium
Facebook developed GraphQL during their quest to find a better and more flexible way to work across their data. They found that they could achieve this flexibility with a query-based approach. By defining a schema that the queries can run against, an API based on GraphQL enables clients to make fewer requests while still being able to work with as much (or as little) of the data that's exposed through the query as desired. By Vince Power.
Tags apis restful python app-development web-development
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Asynchronous tasks with Flask and Celery
Posted on October 23, 2022, Level intermediate Resource Length medium
If a long-running process is part of your application's workflow, rather than blocking the response, you should handle it in the background, outside the normal request/response flow. By Michael Herman.
Tags python web-development app-development
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PyTorch on Google Cloud: How to train PyTorch models on AI Platform
Posted on September 23, 2022, Level intermediate Resource Length long
PyTorch has been predominantly used in research and in recent years it has gained tremendous traction in the industry as well due to its ease of use and deployment. By Rajesh Thallam, Vaibhav Singh.
Tags gcp google data-science python json
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Guide to Reinforcement Learning with Python and TensorFlow
Posted on July 3, 2022, Level intermediate Resource Length long
In reinforcement learning, self-learning agent learns how to interact with the environment and solve a problem within it. In this article, we present complete guide to reinforcemen learning and one type of it Q-Learning (which with the help of deep learning become Deep Q-Learning). We learn about the inspiration behind this type of learning and implement it with Python, TensorFlow and TensorFlow Agents. By Nikola M. Zivkovic.
Tags cio learning big-data data-science python
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Automating AWS IAM remediation in Python
Posted on June 20, 2022, Level advanced Resource Length long
Since automating IAM remediation requires recurring parsing of JSON documents, modulating your parsing function(s) will save you time as you work on each control. If you have controls that pertain to trust policies, you will need a separate function to parse those out since the format differs from that of permission policies. By Cody Bench.
Tags python app-development infosec programming cio