How to manipulate a 20G CSV file efficiently with Python?

 .Import the Required Libraries: Start by importing the necessary libraries, such as csv and pandas. These libraries provide efficient tools for working with CSV files.... Read More

How to Load Kaggle Datasets Directly into Google Colab?

 .Almost every data science aspirant uses Kaggle. It houses datasets for every domain. You can get a dataset for every possible use case ranging from the entertainment industry, medical, e-commerce, and even astronomy. Its users practice on various datasets to test out their skills in the field of Data Science and Machine learning.The Kaggle datasets can have varying sizes. Some datasets can be as small as under 1MB and as large as 100 GB. Also, some of the Deep learning practices require GPU support that can boost the training time. Google Colab is a promising platform that can help... Read More

Google's Python Class

 .Welcome to Google's Python Class -- this is a free class for people with a little bit of programming experience who want to learn Python. The class includes written materials, lecture videos, and lots of code exercises to practice Python coding. These materials are used within Google to introduce Python to people who have just a little programming experience. The first exercises work on basic Python concepts like strings and lists, building up to the later exercises which are full programs dealing with text files, processes, and http connections. The class is geared for people who have a little... Read More

Getting Started With Google Colab Python

 .The ‘Colaboratory’ Data Scientist:The case for using Google Colab for data science in the cloud..https://towardsdatascience.com/the-colaboratory-data-scientist-working-in-the-cloud-2a48fc967e00... Read More

Colab Python Machine Learning With Scikit-API

.To introduce the fundamental vocabulary and concepts of machine learning.To introduce the Scikit-Learn API and show some examples of its use.To take a deeper dive into the details of several of the most important machine learning approaches, and develop an intuition into how they work and when and where they are applicable..https://colab.research.google.com/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.00-Machine-Learning.ipynb... Read More

Colab Python Statistics

 .In this section, we will introduce three types of statistics inference methods: evaluating and comparing estimators, conducting hypothesis tests, and constructing confidence intervals. These methods can help us infer the characteristics of a given population, i.e., the true parameter θ. For brevity, we assume that the true parameter θ of a given population is a scalar value. It is straightforward to extend to the case where θ is a vector or a tensor, thus we omit it in our discussion..https://colab.research.google.com/github/d2l-ai/d2l-en-colab/blob/master/chapter_appendix-mathematics-for-deep-learning/statistics.ipynb.... Read More

Top 10 JavaScript Libraries for Machine Learning

.As a developer, having and using the right JavaScript machine learning Libraries will help you in the quest for putting together an algorithm that will tap into the strengths and capabilities of the machine learning project of your choice. In this article, 10 best open-source JavaScript machine learning libraries to extend JavaScript’s capabilities are discussed..Top JavaScript libraries for Machine Learning.Fahad Ahmad.Oct 28, 2021.[https://javascript.plainenglish.io/top-10-js-libraries-for-machine-learning-a797fc7ff777]Top javaScript libraries for Machine learning1. TensorFlow.jsTensorFlow.js is a JavaScript library for training and deploying models in the browser and on Node.js. TensorFlow.js in 2019 has become the bread and butter for all Machine Learning Javascript projects due... Read More

NLP Libraries for Node.js and JavaScript

.NLP libraries such as Spacy, NLTK, and CoreNLP are not available in JavaScript. After a lot of research and testing, the following are some good NLP libraries in JavaScript that have been found.. NLP Libraries for Node.js and JavaScriptBY PARTH SHRIVASTAVA  9 JUN 2020Last Updated on June 14, 2020[https://www.kommunicate.io/blog/nlp-libraries-node-javascript/]In this post, we will talk about the best NLP libraries for Node.js and JavaScript that we have come across. Let’s start right away. We have also compiled a video for the same as well:What is Natural Language Processing (NLP)?Natural language refers to the way humans communicate with each other.Natural Language Processing... Read More

Download WordNet 3.0

 Download WordNet 3.0... Read More

Download Wordnet 1.6

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