Search results for "normalize"

How to Normalize and Standardize Time Series Data in Python

How to Normalize and Standardize Time Series Data in Python

Some machine learning algorithms will achieve better performance if your time series data has a consistent scale or distribution. Two techniques that you can use to consistently rescale your time series data are normalization and standardization. In this tutorial, you will discover how you can apply normalization and standardization rescaling to your time series data […]

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Example MNIST images

Image Augmentation for Deep Learning with Keras

Data preparation is required when working with neural networks and deep learning models. Increasingly, data augmentation is also required on more complex object recognition tasks. In this post, you will discover how to use data preparation and data augmentation with your image datasets when developing and evaluating deep learning models in Python with Keras. After […]

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NumPy and SciPy<br/>Photo by <a href="https://www.pexels.com/photo/magnifying-glass-on-textbook-4494641/">Nothing Ahead</a>. Some rights reserved.

Scientific Functions in NumPy and SciPy

Python is a general-purpose computation language, but it is very welcomed in scientific computing. It can replace R and Matlab in many cases, thanks to some libraries in the Python ecosystem. In machine learning, we use some mathematical or statistical functions extensively, and often, we will find NumPy and SciPy useful. In the following, we […]

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Data Visualization in Python with matplotlib, Seaborn, and Bokeh

Data visualization is an important aspect of all AI and machine learning applications. You can gain key insights into your data through different graphical representations. In this tutorial, we’ll talk about a few options for data visualization in Python. We’ll use the MNIST dataset and the Tensorflow library for number crunching and data manipulation. To […]

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