Tag: Python
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Autoencoders with Keras, TensorFlow, and Deep Learning
Posted on April 10, 2020, Level advanced Resource Length medium
In this tutorial, you will learn how to implement and train autoencoders using Keras, TensorFlow, and Deep Learning. Author discusses what autoencoders are, including how convolutional autoencoders can be applied to image data. Also more about the difference between autoencoders and other generative models, such as Generative Adversarial Networks (GANs). By Adrian Rosebrock.
Tags machine-learning big-data data-science python
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A Pythonista's review of Haskell
Posted on February 7, 2020, Level beginner Resource Length long
An article by Ying Wang about his experience with trying Haskell after using Python in production for few years. Even as it's a wonderful Swiss Army knife, Python also feels limiting in some ways. The same classes of bugs (e.g. type casting / translation errors, state management errors) kept cropping up, and Sisyphean bugs frustrate me. Python is also quite slow when you compare the operations you want to execute vs. the theoretical maximum performance of those operations on the underlying hardware. He kept wondering about what was possible if he had used a different tool.
Tags python functional-programming programming
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TensorFlow 2 Tutorial: Get started in Deep Learning with tf.keras
Posted on January 17, 2020, Level advanced Resource Length long
Jason Brownlee wrote this tutorial to get you started with Deep Learning in TensorFlow. Predictive modeling with deep learning is a skill that modern developers need to know.
Tags big-data data-science python how-to learning
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Visualizing Keras neural networks with Net2Vis and Docker
Posted on January 16, 2020, Level advanced Resource Length long
Visualizing the structure of your neural network is quite useful for publications, such as papers and blogs. Written by @MachineCurve (Christian).
Tags big-data data-science python how-to
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Run Python versions in Docker: How to try the latest Python release
Posted on January 1, 2020, Level beginner Resource Length medium
Geir Arne Hjelle put together this guide about how to run different Python versions using Docker, including how you can have the latest alpha running on your computer within minutes.
Tags python docker containers learning programming
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Explore and visualize a dataset with Python
Posted on November 29, 2019, Level beginner Resource Length medium
How to learn to create beautiful and insightful graphs with Python -- a code-along guide. By Fabian Bosler.
Tags big-data data-science python
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Object Oriented Programming in Python vs Java
Posted on November 7, 2019, Level intermediate Resource Length medium
An article by Jon Fincher. This article compares and contrasts object-oriented programming support in Python vs Java.
Tags python programming java oop
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Gentle introduction to Monte Carlo sampling for probability
Posted on November 4, 2019, Level intermediate Resource Length long
Jason Brownlee wrote this piece about Monte Carlo. Monte Carlo methods are a class of techniques for randomly sampling a probability distribution.
Tags big-data data-science machine-learning miscellaneous python
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Using the Python zip() function for Parallel Iteration
Posted on October 28, 2019, Level intermediate Resource Length long
Leodanis Pozo Ramos wrote this tutorial about Python's zip() function. It creates an iterator that will aggregate elements from two or more iterables.
Tags python programming code-refactoring performance
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Writing Kubernetes Operator in Python without frameworks and SDK
Posted on October 1, 2019, Level intermediate Resource Length long
An article by flant.com about how to create a solid operator using one of the most popular programming languages that almost every DevOps engineer is familiar with -- Python.
Tags devops python kubernetes miscellaneous agile
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Pytorch vs. Tensorflow: which framework is best for your deep learning project?
Posted on September 7, 2019, Level beginner Resource Length long
Written by Vihar Kurama. Author takes a look at two popular frameworks and compares them: PyTorch vs. TensorFlow.
Tags big-data programming data-science python miscellaneous
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Concurrent programming in Python is not what you think it is
Posted on August 30, 2019, Level intermediate Resource Length medium
In this article, author will first walk you through the distinction between concurrent programming and parallel execution, discuss about Python built-ins concurrent programming mechanisms and the pitfalls of multi-threading in Python. By Melvin Koh.
Tags programming app-development python web-development devops