Tag: Python
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AWS Lambda: Comparing Golang and Python
Posted on October 22, 2020, Level intermediate Resource Length long
Serverless functions are great for lightweight cloud architecture and rapid provisioning. However, sometimes serverless introduces additional complexity to the deployment process. Author compares Python and Go with respect to the ease of deployment when setting up a simple data factory on AWS Lambda. Written by Dick Abma.
Tags golang python software-architecture serverless
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Object Oriented Programming in Python
Posted on August 20, 2020, Level beginner Resource Length medium
You can see Object Oriented Programming (OOP) somewhat as a more advanced topic in Python where Python does implement it pretty well. Even though, Python does not require an OOP approach for making complex programs, it sometimes makes life easier while sometimes it doesn't. Published on Dave's RoboShack.
Tags oop python programming
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How to scale and secure Django application with Docker, Nginx, and Let's Encrypt
Posted on August 7, 2020, Level intermediate Resource Length short
In cloud-based environments, there are multiple ways to scale and secure a Django application. By scaling horizontally, and running several copies of your app, you can build a more fault-tolerant and highly-available system, while also increasing its throughput so that requests can be processed simultaneously. By Hanif Jetha.
Tags python web-development app-development infosec nginx ssl servers
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Containerized Python development
Posted on July 25, 2020, Level intermediate Resource Length long
Developing Python projects in local environments can get pretty challenging if more than one project is being developed at the same time. Bootstrapping a project may take time as we need to manage versions, set up dependencies and configurations for it. By Anca Iordache @docker.com..
Tags web-development devops python containers docker
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Centralize your automation logs with Ansible Tower and Splunk Enterprise
Posted on July 15, 2020, Level intermediate Resource Length long
For many IT teams, automation is a core component these days. But automation is not something on it's own - it is a part of a puzzle and needs to interact with the surrounding IT. By Leonardo Araujo.
Tags python ansible devops analytics big-data
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Introduction to Machine Learning K-Nearest Neighbors (KNN) algorithm in Python
Posted on July 13, 2020, Level beginner Resource Length long
Machine Learning is one of the most popular approaches in Artificial Intelligence. Over the past decade, Machine Learning has become one of the integral parts of our life. It is implemented in a task as simple as recognizing human handwriting or as complex as self-driving cars. By Vibhu Singh.
Tags machine-learning big-data data-science fintech python
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Training a deep CNN to learn about galaxies in 15 minutes
Posted on June 17, 2020, Level advanced Resource Length long
Let's train a deep neural network from scratch! In this post, I provide a demonstration of how to optimize a model in order to predict galaxy metallicities using images, and I discuss some tricks for speeding up training and obtaining better results. By John F Wu.
Tags big-data machine-learning data-science python
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How to integrate with Visual Studio Code, Azure Cloud instance and Docker desktop
Posted on June 15, 2020, Level beginner Resource Length short
Back in January, Docker and Microsoft Joined In Hand to Hand for New Strategic way to help developers and development teams to build and ship application better way . key part of this strategy to helping involve the ecosystem. By Sangam Biradar.
Tags docker containers devops azure python
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Introduction to Python SQL libraries
Posted on June 12, 2020, Level intermediate Resource Length long
All software applications interact with data, most commonly through a database management system (DBMS). You will develop a straightforward application to interact with SQLite, MySQL, and PostgreSQL databases. By Usman Malik.
Tags python mysql database software-architecture
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How to perform K-means clustering with Python in Scikit?
Posted on June 7, 2020, Level intermediate Resource Length medium
While deep learning algorithms belong to today's fashionable class of machine learning algorithms, there exists more out there. Clustering is one type of machine learning where you do not feed the model a training set, but rather try to derive characteristics from the dataset at run-time in order to structure the dataset in a different way. It's part of the class of unsupervised machine learning algorithms. By Christian Versloot.
Tags python data-science analytics big-data
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Pymp, OpenMP-like Python programming
Posted on May 22, 2020, Level intermediate Resource Length short
Ever since Python was created, users have been looking for ways to achieve multiprocessing with threads, which the Python global interpreter lock (GIL) prevents.By Jeff Layton.
Tags python app-development functional-programming programming performance
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Extracting data from various sheets with Python
Posted on April 12, 2020, Level beginner Resource Length medium
How to learn to unify Google Sheets, Excel, and CSV files -- a code-along guide. By Fabian Bosler.
Tags python how-to learning big-data data-science