AI & Machine Learning · Level 3

Natural Language Processing Mastery

By SRTR Academy Faculty

4 modules · 18 lessons · 10 videos · 18 hrs

Text preprocessing, word embeddings, sentiment analysis, named entity recognition, chatbot development

What you will learn

Module 1: Text Processing Foundations
- 🎬 Tokenization and text normalization — free preview
- 📄 Stopword removal and stemming/lemmatization
- 🎬 Regular expressions for text
- 📄 Building a text processing pipeline
Module 2: Word Representations
- 🎬 Bag of words and TF-IDF — free preview
- 📄 Word2Vec and GloVe embeddings
- 🎬 Contextual embeddings (ELMo, BERT)
- 📄 Visualizing word vectors with t-SNE
Module 3: NLP Tasks & Models
- 🎬 Sentiment analysis with deep learning — free preview
- 📄 Named Entity Recognition (NER)
- 🎬 Text classification and topic modeling
- 📄 Machine translation fundamentals
- 🎬 Hands-on: multi-class news classifier
Module 4: Conversational AI
- 🎬 Chatbot architectures (rule-based vs ML) — free preview
- 📄 Intent classification and entity extraction
- 🎬 Dialogue management systems
- 📄 Building an end-to-end chatbot
- 🎬 Evaluating conversational AI quality