What is NLP?
Natural Language Processing (NLP) is a subfield of artificial intelligence (AI) that focuses on enabling computers to understand, interpret, and generate human language. It bridges the gap between human communication and computer understanding, powering everything from chatbots and virtual assistants to sentiment analysis and machine translation.
This program offers a comprehensive exploration of NLP techniques, algorithms, and applications, equipping you with the skills to build intelligent systems that interact with the world through language.
Core Concepts
- Tokenization & Lemmatization
- Part-of-Speech Tagging
- Named Entity Recognition (NER)
- Syntactic Parsing
- Semantic Analysis
Machine Learning for NLP
- Text Classification
- Topic Modeling
- Word Embeddings (Word2Vec, GloVe)
- Sequence-to-Sequence Models
- Recurrent Neural Networks (RNNs) & LSTMs
- Transformers & Attention Mechanisms
Advanced Applications
- Machine Translation
- Sentiment Analysis
- Question Answering Systems
- Text Summarization
- Chatbot Development
- Speech Recognition Integration