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Top 8 Data Science Use Cases in Marketing
In this article, we want to highlight some key data science use cases in marketing. Let us concentrate on several instances that present particular interest and managed to prove their efficiency in the course of time.
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Text Encoding: A Review
We will focus here exactly on that part of the analysis that transforms words into numbers and texts into number vectors: text encoding.
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Three Methods of Data Pre-Processing for Text Classification
This blog shows how text data representations can be used to build a classifier to predict a developer’s deep learning framework of choice based on the code that they wrote, via examples of TensorFlow and PyTorch projects.
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The Notebook Anti-Pattern
This article aims to explain why this drive towards the use of notebooks in production is an anti pattern, giving some suggestions along the way.
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Python Tuples and Tuple Methods
Brush up on your Python basics with this post on creating, using, and manipulating tuples.
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The Math Behind Bayes
This post will be dedicated to explaining the maths behind Bayes Theorem, when its application makes sense, and its differences with Maximum Likelihood.
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Python Lists and List Manipulation
In Python, lists store an ordered collection of items which can be of different types. This post is an overview of lists and their manipulation.
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Topics Extraction and Classification of Online Chats
This article provides covers how to automatically identify the topics within a corpus of textual data by using unsupervised topic modelling, and then apply a supervised classification algorithm to assign topic labels to each textual document by using the result of the previous step as target labels.
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Testing Your Machine Learning Pipelines
Let’s take a look at traditional testing methodologies and how we can apply these to our data/ML pipelines.
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Python Workout / Practices of a Python Pro / Classic Computer Science Problems in Python
Whether you’re a beginner or an expert, there’s always new ways you can improve your Python coding. Save 40% off this trio of Manning Python books today! Just enter the code nlpropython40 at checkout when you buy from manning.com.
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