Introduction to Large Language Models
  • Introduction to Large Language Models
  • History and Evolution of Language Models
  • Applications of Large Language Models
  • Text Generation
  • Language Translation
  • Sentiment Analysis
  • Chatbots
  • Question-Answering Systems
  • Code Generation
  • Conclusion
Neural Networks and Deep Learning
  • Introduction
  • Understanding Neural Networks and Deep Learning
  • Basics of Natural Language Processing
  • Preprocessing Text Data for Language Models
  • Tokenization Example
  • Removing Stop Words
  • Removing Stop Words Example
  • Stemming or Lemmatization
  • Lemmatization Example
  • Conclusion
Transformer Architecture
  • Introduction
  • Transformer Architecture
  • Transformer Architecture for Language Models
  • Self-Attention Mechanism
  • Attention Mechanism in Language Models
  • Training Language Models
  • Fine-tuning Language Models
  • Transformer Architecture - Demo
  • Self-Attention Mechanism - Demo
  • Conclusion
Popular Large Language Models - GPT, BERT
  • Introduction
  • GPT Models
  • BERT Models
  • GPT Model Architecture
  • BERT Model Architecture
  • GPT - Demo
  • BERT - Demo
  • Conclusion
Fine-tuning Pre-trained Models
  • Introduction
  • Transfer Learning with Language Models
  • Fine-tuning Language Models for Specific Tasks
  • Fine-tuning a Language Model - Demo
  • Adapting Language Models for Multilingual Applications
  • Multilingual Language Model - Demo
  • Benefits of Transfer Learning with Language Models
  • Challenges and Considerations
  • Conclusion
Application of LLMs with Samples
  • Introduction
  • Large Language Models for Text Generation
  • Text Generation with GPT-3 - Demo
  • Large Language Models for Text Classification
  • Text Classification with BERT - Demo
  • Large Language Models for Question Answering
  • Question Answering with T5 - Demo
  • Conclusion
LLMs for Natural Language Processing with Samples
  • Introduction
  • Large Language Models for Machine Translation
  • Large Language Models for Sentiment Analysis
  • Large Language Models for Named Entity Recognition
  • Benefits of Large Language Models
  • Challenges and Limitations
  • Ethical Considerations
  • Future Directions
  • Conclusion
LLMs for Speech Recognition and Synthesis
  • Introduction
  • Large Language Models for Text Summarization
  • Large Language Models for Chatbots and Conversational AI
  • Large Language Models for Speech Recognition
  • Benefits of Large Language Models
  • Conclusion
OpenAI : GPT-3 - Use cases
  • Introduction
  • Future Trends and Advances in Large Language Models
  • OpenAI's GPT-3 and Beyond
  • GPT-3 Use Case - Language Translation
  • GPT-3 Use Case - Text Generation
  • Practical Tips and Resources for Working with Large Language Models
  • Resources for Working with Large Language Models
  • Conclusion