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Course Outline

Introduction to Large Language Models

  • Overview of Natural Language Processing (NLP).
  • Introduction to Large Language Models (LLMs).
  • Meta AI's contributions to LLM development.

Understanding the Architecture of Meta AI LLMs

  • Transformer architecture and self-attention mechanisms.
  • Training methodologies for large-scale models.
  • Comparison with other LLMs (GPT, BERT, T5, etc.).

Setting Up the Development Environment

  • Installing and configuring Python and Jupyter Notebook.
  • Working with Hugging Face and Meta AI’s model repository.
  • Using cloud-based or local GPUs for training.

Fine-Tuning and Customizing Meta AI LLMs

  • Loading pre-trained models.
  • Fine-tuning on domain-specific datasets.
  • Transfer learning techniques.

Building NLP Applications with Meta AI LLMs

  • Developing chatbots and conversational AI.
  • Implementing text summarization and paraphrasing.
  • Sentiment analysis and content moderation.

Optimizing and Deploying Large Language Models

  • Performance tuning for inference speed.
  • Model compression and quantization techniques.
  • Deploying LLMs using APIs and cloud platforms.

Ethical Considerations and Responsible AI

  • Bias detection and mitigation in LLMs.
  • Ensuring transparency and fairness in AI models.
  • Future trends and developments in AI.

Summary and Next Steps

Requirements

  • Foundational knowledge of machine learning and deep learning.
  • Proficiency in Python programming.
  • Familiarity with Natural Language Processing (NLP) concepts.

Target Audience

  • AI Researchers.
  • Data Scientists.
  • Machine Learning Engineers.
  • Software Developers with an interest in NLP.
 21 Hours

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