Natural Language Processing
Unlock the power of language AI with our comprehensive Natural Language Processing course. Learn to build intelligent systems that can understand, interpret, and generate human language with state-of-the-art techniques.
From text classification to machine translation, from sentiment analysis to chatbots, this course covers all essential NLP techniques. Master both traditional methods and modern transformer-based approaches like BERT and GPT.
What You'll Learn
- Text preprocessing and tokenization techniques
- Word embeddings: Word2Vec, GloVe, and FastText
- Sequence models: RNNs, LSTMs, and GRUs
- Attention mechanisms and transformer architecture
- BERT, GPT, and other pre-trained language models
- Text classification and sentiment analysis
- Named Entity Recognition and Part-of-Speech tagging
- Machine translation and text generation
- Building conversational AI and chatbots
Course Overview
Natural Language Processing is one of the most exciting and rapidly advancing fields in artificial intelligence. This course provides a comprehensive introduction to NLP, covering both foundational concepts and cutting-edge techniques.
You'll work on practical projects throughout the course, building real NLP applications such as sentiment analyzers, text classifiers, language translators, and conversational agents. By the end, you'll have the skills to develop sophisticated language AI systems.
Duration: 8 weeks (6-8 hours per week)
Level: Intermediate
Prerequisites: Python programming and basic machine learning knowledge
Certificate: Professional certificate upon completion
Course Curriculum
Weeks 1-2: NLP Fundamentals
Text preprocessing, tokenization, stemming, lemmatization, and basic text analysis. Introduction to NLTK and spaCy libraries.
Weeks 3-5: Deep Learning for NLP
Word embeddings, sequence models, and attention mechanisms. Implementation of RNNs, LSTMs, and transformers for various NLP tasks.
Weeks 6-8: Advanced Topics and Applications
Pre-trained language models, transfer learning, and building production-ready NLP applications. Capstone project development.
Your Instructor
Learn from NLP experts who have contributed to major language AI projects and published research in computational linguistics. Our instructors have experience building NLP systems for companies ranging from startups to tech giants.
Get personalized feedback on your projects and access to a vibrant community of NLP practitioners and researchers.