Chatbots and Conversational AI
Here’s a comprehensive and detailed guide on Chatbots and Conversational AI, covering each step in an elaborate way. Chatbots and Conversational AI: A Complete Guide Introduction A chatbot is an….
Category: Data Science
Speech Recognition in Python
Here’s a comprehensive guide on Speech Recognition in Python, covering each step in detail. Speech Recognition in Python Speech recognition, also known as automatic speech recognition (ASR), is the process….
Transformer Models (BERT, GPT)
Transformer Models (BERT, GPT) – A Comprehensive Guide Introduction Transformer models have revolutionized Natural Language Processing (NLP) by providing a more efficient and scalable approach to text understanding compared to….
Topic Modeling (LDA)
Topic Modeling (LDA – Latent Dirichlet Allocation) Introduction Topic modeling is an unsupervised machine learning technique that identifies the underlying themes (topics) in a large collection of text documents. One….
Sentiment Analysis
Sentiment Analysis – A Comprehensive Guide 1. Introduction to Sentiment Analysis Sentiment Analysis, also known as opinion mining, is a Natural Language Processing (NLP) technique that determines the emotional tone….
Named Entity Recognition (NER)
Named Entity Recognition (NER) – A Comprehensive Guide 1. Introduction to Named Entity Recognition (NER) Named Entity Recognition (NER) is a fundamental task in Natural Language Processing (NLP) that involves….
Word Embeddings (Word2Vec, GloVe)
Word Embeddings (Word2Vec, GloVe) in NLP Introduction In Natural Language Processing (NLP), traditional techniques like Bag of Words (BoW) and TF-IDF treat words as independent entities, ignoring their contextual meaning…..
Bag of Words and TF-IDF
Bag of Words (BoW) and TF-IDF in Natural Language Processing (NLP) Introduction In Natural Language Processing (NLP), text data needs to be converted into a numerical format before being used….
Tokenization and Lemmatization
Tokenization and Lemmatization in Natural Language Processing (NLP) Introduction to Tokenization and Lemmatization Natural Language Processing (NLP) is a branch of artificial intelligence that enables machines to understand and process….
Business Applications of Time Series Analysis
Business Applications of Time Series Analysis 1. Introduction to Time Series Analysis in Business Time Series Analysis is a crucial statistical technique used in business to analyze data collected over….