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Localization in Streamlit using SpAcy, word2vec

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   Introduction Language localisation (or localization) is the process of adapting a product's translation to a specific country or region. It is the second phase of a larger process of product translation and cultural adaptation (for specific countries, regions, cultures or groups) to account for differences in distinct markets, a process known as internationalisation and localisation. More What is use of localization ? Assume you are writer for a movie, you have created a script in Hindi language. Considering that the script is in Hindi it will have character's name, product name, localtion based in India. Now, this movie was a blockbuster in India and producers from different parts of world want to re-create this movie in their country, they will require the scripts which will be in Hindi, a writer from Germany won't understand it. Firstly this script has to be translated into German language which can easily done nowadays by using google translate but the character'...

Market basket analysis using apriori alorithm in python

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Introduction : You are at market and you see several items placed together like soaps are kept alongside shampoos, then you visit another market and see the same combination of items together, coincidence ? Well not exactly. Consider this as the blessing of  Market basket analysis technique. What is Market Basket Analysis? Market Basket Analysis also known as Affinity Analysis is a modelling technique based upon the theory that if you buy a certain group of items, you are more (or less) likely to buy another group of items. It uses  association rule mining technique to find relevant association between items.   Association rule: Association rule learning is a rule-based machine learning method for discovering interesting relations between variables in large databases. This  technique isn’t limited to shopping carts. Other areas where this is used include analysis of  fraudulent insurance claims  or  credit card purchases .   Another r...