Gen AI Foundational Models for NLP & Language Understanding
Course Details
Course Curriculum & Description
Build a strong foundation in Generative AI, Natural Language Processing (NLP), and Large Language Models (LLMs) with this intermediate-level course from IBM on Coursera. Learn the core concepts behind language understanding, word embeddings, transformer architectures, and sequence-to-sequence models used in today's most advanced AI systems.
Through practical lessons and interactive exercises, you'll explore Word2Vec, Skip-Gram models, Continuous Bag of Words (CBOW), and neural network architectures that power modern conversational AI applications. This course provides essential knowledge for anyone pursuing careers in AI engineering, NLP, machine learning, or data science.
Whether you're an AI enthusiast, developer, or researcher, this course equips you with the theoretical understanding required to work with modern language models and generative AI technologies.
Course Modules
Module 1 – Fundamentals of Language Understanding
- Introduction to NLP
- Text Processing
- Word Embeddings
- Language Representation
- Neural Language Models
Module 2 – Word2Vec and Sequence-to-Sequence Models
- Continuous Bag of Words (CBOW)
- Skip-Gram Architecture
- Word2Vec Training
- Sequence-to-Sequence Models
- Applications in Generative AI
What You Will Learn
- Build a solid NLP foundation
- Understand modern language model architecture
- Apply Word2Vec techniques
- Differentiate CBOW and Skip-Gram models
- Understand sequence modeling
- Prepare for advanced transformer learning
- Analyze text using neural approaches
- Understand language representation
- Build knowledge for LLM development
- Strengthen AI and machine learning fundamentals
Course Prerequisites
Basic Python programming knowledge
Familiarity with machine learning concepts
Basic linear algebra
Understanding of neural networks (recommended)
Interest in Artificial Intelligence
Course Highlights
Official IBM Course
Beginner-to-Intermediate NLP Concepts
Word2Vec Implementation
Sequence-to-Sequence Learning
Transformer Foundations
Practical NLP Examples
Flexible Online Learning
Shareable Certificate
Hands-on Exercises
Industry-Relevant Curriculum