Natural Language Processing & Generative AI
Session with George Anadiotis (Founder, Principal Consultant, Linked Data Orchestration)
About this Session
Harness the Power of Text and Language Models
Dive into the revolutionary technology transforming how machines understand and generate human language. This session demystifies Natural Language Processing (NLP) and Generative AI, the breakthrough technologies powering everything from sentiment analysis to sophisticated conversational systems.
Understand the fundamental techniques that enable computers to extract meaning from text, including sentiment analysis that gauges customer emotions, topic modeling that automatically categorizes documents, and classification systems that route information efficiently. Explore the evolution of NLP models from early recurrent neural networks to transformers, the architecture behind today's most powerful language systems.
Discover practical applications transforming industries through information retrieval, question answering, machine translation, and increasingly natural conversational interfaces.
The session culminates with an accessible introduction to Large Language Models (LLMs) like those powering ChatGPT, covering different types of LLMs. Essential knowledge for anyone seeking to understand and implement the language-based AI technologies redifining everything.
- Outline
- NLP Fundamentals
- NLP Application Types
- Sentiment Analysis
- Topic Modeling
- Text Classification
- NLP Models
- RNN
- LSTM
- Transformers
- Applications
- Information Retrieval
- Question Answering
- Machine Translation
- Chatbots
- Speech Recognition
- Conversational AI
- Large Language Models
- Instruction following
- Reasoning
- Multi-modal
- Evaluating LLMs
- Format
- This session is lecture-based.
- Level
- Beginner
- Prerequisite Knowledge
- Machine Learning Fundamentals
- Machine Learning Algorithms & Evaluation
- Learning Outcomes
- Knowledge of NLP and GenAI key concepts and background
