Demystifying NLP: Exploring Lexical, Syntactic, and Semantic Processing for Powerful Natural Language Understanding
Explore the end-to-end aspects of language understanding and understand the Lexical, Syntactic, and Semantic processing involved in understanding the unstructured data. Learn different techniques involved in different processing steps. ... Read More
Building Block of Semantic Processing: Interpret the meaning of the text
Explore techniques to help machines understand the meaning of the words in a given sentence based on the context. The post also covers the two most popular databases WordNet and ConceptNet in handling the complexities of words and their meanings in different contexts. ... Read More
Decoding Language Structure: Exploring Constituency Parsing and Dependency Parsing in NLP
Parsing means breaking down sentences into grammatical constituents. Understand constituency parsing such as CFG, PCFGs and dependency parsing such as Shift-Reduce Parser techniques and their implementation in this post. ... Read More
Demystifying Part-of-Speech (POS) Tagging Techniques for Accurate Language Analysis
Understand how to perform a POS tagging task for a given sentence. Understand techniques focusing on rule-based, probabilistic such as Hidden Markov Models (HMM) and the Viterbi algorithm, and deep learning methods such as Recurrent Neural Networks (RNN) for POS tagging tasks. ... Read More
Unleashing the Power of Advanced Lexical Processing: Exploring Phonetic Hashing, Minimum Edit Distance, and PMI Score
A detailed explanation of advanced lexical processing techniques such as Phonetic Hashing, Soundex Algorithm, Edit Distance algorithm, and Pointwise Mutual Information. Also, understand how to build a Spell Corrector Algorithm. ... Read More
Diving Deep into Topic Modeling: Understanding and Applying NLP's Powerful Tool
In the vast sea of digital information, making sense of unstructured text data has become a paramount challenge. In this blog post, we will embark on a journey to unravel the mysteries of Topic Modeling, delving deep into its applications, inner workings, and the transformative impact it can have on understanding, organizing, and extracting meaning from large volumes of text. ... Read More