Unlock the potential of large language models with our intensive course, "LLM Basics in 10 Hours". This comprehensive program is designed to help you understand and effectively use LLMs in real-world projects, enhancing your skills in AI-driven environments.
Course Overview
In this course, you will discover the best practices for utilizing different approaches such as prompting, Retrieval-Augmented Generation (RAG), fine-tuning, and employing agents. You'll learn the contexts in which these strategies are most effective and understand the rationale behind their success.
Build Your LLM Developer Toolkit
Equip yourself with a fundamental "LLM Developer Toolkit". This includes knowledge and skills in:
- Customization and databases
- Frameworks and fine-tuning
- Quality assessment
- Security measures
Through practical examples, we'll guide you in designing end-to-end workflows, integrating ChatGPT and other models into business processes, creating multi-step agents, and optimizing models for specific tasks and domains.
From Ideas to AI Products
Learn how to transform your ideas into AI products, progressing from initial prototypes to robust solutions. You'll explore modern techniques such as:
- Distillation
- Quantization
- Reinforcement Learning from Human Feedback (RLHF)
- Protection against prompt-hacking
Who Should Enroll?
This program is tailored for developers and IT specialists, but it is beneficial for anyone eager to master LLMs. From grasping their limitations to developing bespoke solutions, this course has you covered. No preliminary knowledge is required, although familiarity with Python could be advantageous.