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Principles of Database Management: The Practical Guide to Storing, Managing and Analyzing Big and Small Data
This comprehensive textbook teaches the fundamentals of database design, modeling, systems, data storage, and the evolving world of data warehousing, governance and more.
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Unfolding Naive Bayes From Scratch
Whether you are a beginner in Machine Learning or you have been trying hard to understand the Super Natural Machine Learning Algorithms and you still feel that the dots do not connect somehow, this post is definitely for you!
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Building a Machine Learning Model through Trial and Error
A step-by-step guide that includes suggestions on how to preprocess data and deriving features from this. This article also contains links to help you explore additional resources about machine learning methods and other examples.
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Data Capture – the Deep Learning Way
An overview of how an information extraction pipeline built from scratch on top of deep learning inspired by computer vision can shakeup the established field of OCR and data capture.
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 6 Steps To Write Any Machine Learning Algorithm From Scratch: Perceptron Case Study
Writing a machine learning algorithm from scratch is an extremely rewarding learning experience. We highlight 6 steps in this process.
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Deep Learning on the Edge
Detailed analysis into utilizing deep learning on the edge, covering both advantages and disadvantages and comparing this against more traditional cloud computing methods.
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Free resources to learn Natural Language Processing
An extensive list of free resources to help you learn Natural Language Processing, including explanations on Text Classification, Sequence Labeling, Machine Translation and more.
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Ethics + Data Science: opinion by DJ Patil, former US Chief Data Scientist
How much has data changed our lives over the past decade? Former US Chief Data Scientist DJ Patil investigates.
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Hadoop for Beginners
An introduction to Hadoop, a framework that enables you to store and process large data sets in parallel and distributed fashion.
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What is Web Scraping and Why You Should Learn It?
Introducing Octoparse - a sleek, powerful and easy-to-use software that makes web scraping from any websites achievable for most people, including non-coders.
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6 Steps To Write Any Machine Learning Algorithm From Scratch: Perceptron Case Study