Python

How to Reset a pandas DataFrame Index

In this tutorial, you’ll learn how to reset a pandas DataFrame index, the reasons why you might want to do this, and the problems that could occur if you don’t. Before you start your learning journey, you should familiarize yourself with how to create a pandas DataFrame. Knowing the difference between a DataFrame and a pandas Series will also prove useful to you. In addition, you may want to use the data analysis tool Jupyter Notebook as you work through […]

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Neural Machine Translation (NMT), NMT Leave a comment

Highlights from Machine Translation and Multilinguality in October 2024

Here are summaries of a few pre-preprints that I noticed on arXiv during October. LangSAMP: Language-Script Aware Multilingual Pretraining Folks from LMU Munich try a relatively simple trick to improve multilingual encoder models, particularly non-Latin-script and low-resource languages. They use additional information about the language identity and the script, but only during training, so at the inference, we can still use the model without caring about what language we feed in. They add static language and script embeddings before the […]

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Python

Quiz: Variables in Python: Usage and Best Practices

Interactive Quiz ⋅ 16 QuestionsBy Leodanis Pozo Ramos Share In this quiz, you’ll test your understanding of Variables in Python: Usage and Best Practices. By working through this quiz, you’ll revisit how to create and assign values to variables, change a variable’s data type dynamically, use variables to create expressions, counters, accumulators, and Boolean flags, follow best practices for naming variables, and create, access, and use variables in their scopes. The quiz contains 16 questions and there is no time […]

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Machine Learning

Natural Language Generation Inside Out: Teaching Machines to Write Like Humans

Natural Language Generation Inside Out: Teaching Machines to Write Like HumansImage by Editor | Midjourney Natural language generation (NLG) is an enthralling area of artificial intelligence (AI), or more specifically of natural language processing (NLP), aimed at enabling machines to produce human-like text that drives human-machine communication for problem-solving. This article explores what NLG is, how it works, and how this area has evolved over recent years while underscoring its significance in several applications. Understanding Natural Language Generation AI and […]

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Python

Variables in Python: Usage and Best Practices

Watch Now This tutorial has a related video course created by the Real Python team. Watch it together with the written tutorial to deepen your understanding: Variables in Python In Python, variables are symbolic names that refer to objects or values stored in your computer’s memory. They allow you to assign descriptive names to data, making it easier to manipulate and reuse values throughout your code. Understanding variables is key for Python developers because variables are essential building blocks for […]

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Python

The Python Square Root Function

Watch Now This tutorial has a related video course created by the Real Python team. Watch it together with the written tutorial to deepen your understanding: The Square Root Function in Python The Python square root function, sqrt(), is part of the math module and is used to calculate the square root of a given number. To use it, you import the math module and call math.sqrt() with a non-negative number as an argument. For example, math.sqrt(9) returns 3.0. This […]

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Machine Learning

Anomaly Detection Techniques in Large-Scale Datasets

Anomaly Detection Techniques in Large-Scale DatasetsImage by Editor | Midjourney Anomaly detection means finding patterns in data that are different from normal. These unusual patterns are called anomalies or outliers. In large datasets, finding anomalies is harder. The data is big, and patterns can be complex. Regular methods may not work well because there is so much data to look through. Special techniques are needed to find these rare patterns quickly and easily. These methods help in many areas, like […]

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Machine Learning

10 Python One-Liners That Will Boost Your Data Science Workflow

10 Python One-Liners That Will Boost Your Data Science WorkflowImage by Author | Ideogram Python is the most popular data science programming language, as it’s versatile and has a lot of support from the community. With so much usage, there are many ways to improve our data science workflow that you might not know. In this article, we will explore ten different Python one-liners that would boost your data science work. What are they? Let’s have a look. 1. Efficient […]

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Machine Learning

Free Data and AI Courses with 365 Data Science—Unlimited Access until Nov 21

Sponsored Content From November 1st to November 21st, 2024 (8:00 am UTC), 365 Data Science offers free access to its comprehensive learning platform. This is a golden opportunity for aspiring data professionals and AI enthusiasts to gain knowledge and experience at no cost. Tradition and Mission Entering its fourth year, 365 Data Science continues its commitment to accessible education with its annual free access initiative, which began during the global pandemic of 2020. Ned Krastev (CEO of 365 Data Science) […]

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Machine Learning

Industries in Focus: Machine Learning in Finance

Industries in Focus: Machine Learning in FinanceImage by Editor | Midjourney In recent years, the finance industry has been experiencing significant changes, with artificial intelligence and machine learning (ML) playing an increasingly important role. These emerging technologies are beginning to reshape how many financial institutions operate, make decisions, and interact with their customers. In this blog post, we’ll explore some of the ways machine learning is being applied in the finance sector, examining real-world applications, case studies, and some of […]

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