Natural Language Processing Python Project Naive Bayes | NLP Projects | NLP Tutorial

In this Natural language Processing Python Project Tutorial you will learn how to design a model end-to-end that can classify sentences into one of Slovak, Czech, and English. During this process, you will implement relevant preprocessing steps, as well as address class imbalance in your training set by employing the learned theory of Naive Bayes Models, as well as implementing a more advanced technique: subword units. Key Concepts you will learn: Explore and visualize dataset to identify key issues in training data Preprocess and clean dataset using relevant methods Explore the theory of Naive Bayes Modeling, and train the first model Develop your approach using learned theory to improve performance Design a new approach using subwords to mitigate class imbalance problems H​ow to train and assess a Multinomial Naive Bayes Model How to clean and preprocess raw data for language classification tasks The theory behind Naive Bayes Modeling, and how to leverage this theory to partially address the class imbalance in training data How to use subword units from Machine Translation theory to mitigate negative effects of class imbalance and improve model performance By the end of this live session, you will be able to build a language classifier that can differentiate between Slovak, Czech, and English languages. You will have tools to address class imbalance effectively and build an accurate language classifier. Watch Data Science Live Sessions FREE OF COST: https://bit.ly/Vishnu-Techify-Live Learn to use Kaggle EFFECTIVELY with TIPS: https://bit.ly/Kaggle-effectively Don't forget to SUBSCRIBE to my channel and turn on the bell to stay notified of my upcoming videos and live sessions. Natural language processing python Natural language processing Python project natural language processing tutorial nlp projects nlp tutorial nlp natural language processing natural language processing python tutorial nlp techniques nlp projects for beginners nlp project ideas nlp project ideas 2020 nlp projects with code nlp projects with source code nlp mini projects with source code nlp training nlp training videos nlp course nlp explained naive bayes naive bayes algorithm naive bayes classifier vishnu techify