A multi-part seminar series on Large Language Models (LLMs).
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| 🧠 LLM Full Mind Map
Covers important building blocks of what we call an LLM today, where they came from, etc. and then we'll dive into the deep universe that has sprung to life around these LLMs.
In this session, we will introduce various pretrained LLMs, encompassing both open source and proprietary options. We will explore different prompt engineering techniques to use pretrained LLMs for different tasks.
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Explore diverse applications of Large Language Models (LLMs) and the frameworks essential for streamlined application development. Uncover how LLMs can revolutionize tasks and leverage frameworks for efficient integration into real-world applications.
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Delve into the intricacies of training and evaluating Large Language Models (LLMs) on your custom datasets. Gain insights into optimizing performance, fine-tuning, and assessing model effectiveness tailored to your specific data.
Learn techniques to optimize Large Language Models (LLMs) for efficient inference. Explore strategies for seamless deployment, ensuring optimal performance in real-world applications.
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Delve into the dichotomy of small vs large LLMs, navigating production challenges, addressing research hurdles, and understanding the perils associated with the utilization of pretrained LLMs. Explore the evolving landscape of challenges within the realm of Large Language Models.
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List of courses to learn LLMs at your own pace.
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