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A course on Large Language Models (LLMs) provides a deep dive into cutting-edge artificial intelligence (AI) technologies that enable computers to process, understand, and generate human language. These models, like GPT-3, BERT, and T5, are transforming industries by offering unprecedented language processing capabilities. This course is designed to equip learners with both theoretical knowledge and practical skills in utilizing LLMs for various applications. Course Highlights Introduction to Natural Language Processing (NLP): The course begins with an overview of NLP, exploring the basics of how computers interpret and manipulate human language. Students learn about tokenization, embeddings, and the significance of context in language understanding, laying the groundwork for advanced topics. Understanding Transformer Architecture: LLMs are built on transformer architecture, which has revolutionized the field of NLP. The course delves into how transformers use attention mechanisms to process language more efficiently. By understanding key components like attention heads and self-attention, learners gain insights into the foundation of these powerful models. Training and Fine-Tuning Large Language Models: A crucial part of the course focuses on training LLMs using massive datasets. Students learn how to fine-tune pre-trained models for specific tasks, such as text generation, translation, and summarization. Practical exercises ensure that learners can apply their skills to real-world scenarios, enhancing their proficiency with model customization. Ethics and Limitations of LLMs: The course also covers the ethical considerations of using LLMs, addressing issues like bias, misinformation, and privacy concerns. Learners are encouraged to think critically about the responsible use of AI in language applications. Conclusion This Large Language Models course offers valuable insights into the future of AI and language. By mastering LLMs, students open up opportunities in AI development, NLP research, and various industry applications that rely on intelligent language processing. | |
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Target State: All States Target City : All Cities Last Update : Oct 22, 2024 5:12 AM Number of Views: 33 | Item Owner : Sankhyana Education Contact Email: Contact Phone: +918951836403 |
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