Machine Learning

Machine Learning Algorithms Mini-Course

Last Updated on August 12, 2019 Machine learning algorithms are a very large part of machine learning. You have to understand how they work to make any progress in the field. In this post you will discover a 14-part machine learning algorithms mini course that you can follow to finally understand machine learning algorithms. We are going to cover a lot of ground in this course and you are going to have a great time. Kick-start your project with my […]

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Machine Learning

Python Ecosystem for Machine Learning

Last Updated on August 21, 2019 The Python ecosystem is growing and may become the dominant platform for machine learning. The primarily rationale for adopting Python for machine learning is because it is a general purpose programming language that you can use both for research and development and in production. In this post you will discover the Python ecosystem for machine learning. Kick-start your project with my new book Machine Learning Mastery With Python, including step-by-step tutorials and the Python source code files for […]

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Machine Learning

Introduction to the Python Deep Learning Library Theano

Last Updated on August 19, 2019 Theano is a Python library for fast numerical computation that can be run on the CPU or GPU. It is a key foundational library for Deep Learning in Python that you can use directly to create Deep Learning models or wrapper libraries that greatly simplify the process. In this post you will discover the Theano Python library. Kick-start your project with my new book Deep Learning With Python, including step-by-step tutorials and the Python […]

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Machine Learning

Crash Course in Python for Machine Learning Developers

Last Updated on August 21, 2019 You do not need to be a Python developer to get started using the Python ecosystem for machine learning. As a developer who already knows how to program in one or more programming languages, you are able to pick up a new language like Python very quickly. You just need to know a few properties of the language to transfer what you already know to the new language. In this post, you will get a crash […]

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Machine Learning

Introduction to the Python Deep Learning Library TensorFlow

Last Updated on December 20, 2019 TensorFlow is a Python library for fast numerical computing created and released by Google. It is a foundation library that can be used to create Deep Learning models directly or by using wrapper libraries that simplify the process built on top of TensorFlow. In this post you will discover the TensorFlow library for Deep Learning. Kick-start your project with my new book Deep Learning With Python, including step-by-step tutorials and the Python source code […]

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Machine Learning

Introduction to Machine Learning with scikit-learn

Last Updated on August 21, 2019 The scikit-learn library is one of the most popular platforms for everyday machine learning and data science. The reason is because it is built upon Python, a fully featured programming language. But how do you get started with machine learning with scikit-learn. Kevin Markham is a data science trainer who created a series of 9 videos that show you exactly how to get started in machine learning with scikit-learn. In this post you will […]

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Machine Learning

scikit-learn Cookbook Book Review

Last Updated on August 15, 2020 The scikit-learn library is the premiere library for machine learning in Python. The online documentation is quite good but sometimes can feel fragmented or limited by narrow examples. In this post you will discover the book Scikit-Learn Cookbook by Trent Hauck that provides a desktop reference to supplement the online documentation and help you get started with scikit-learn quickly. Kick-start your project with my new book Machine Learning Mastery With Python, including step-by-step tutorials […]

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Machine Learning

Introduction to Python Deep Learning with Keras

Last Updated on September 13, 2019 Two of the top numerical platforms in Python that provide the basis for Deep Learning research and development are Theano and TensorFlow. Both are very powerful libraries, but both can be difficult to use directly for creating deep learning models. In this post, you will discover the Keras Python library that provides a clean and convenient way to create a range of deep learning models on top of Theano or TensorFlow. Kick-start your project […]

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Machine Learning

How To Load Machine Learning Data in Python

Last Updated on August 21, 2019 You must be able to load your data before you can start your machine learning project. The most common format for machine learning data is CSV files. There are a number of ways to load a CSV file in Python. In this post you will discover the different ways that you can use to load your machine learning data in Python. Kick-start your project with my new book Machine Learning Mastery With Python, including […]

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Machine Learning

How to Train Keras Deep Learning Models on AWS EC2 GPUs (step-by-step)

Last Updated on August 19, 2019 Keras is a Python deep learning library that provides easy and convenient access to the powerful numerical libraries like TensorFlow. Large deep learning models require a lot of compute time to run. You can run them on your CPU but it can take hours or days to get a result. If you have access to a GPU on your desktop, you can drastically speed up the training time of your deep learning models. In […]

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