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Mastering Generative AI: Advanced Fine-Tuning for LLMs
This course is part of Generative AI Engineering.
Course Cost
₹ 4,168
Intermediate
Skill Level
2 Weeks
Self-paced lessons
This intermediate-level course addresses the high demand for AI engineers skilled in advanced fine-tuning techniques for large language models (LLMs). Designed for AI specialists looking to enhance their career prospects, the curriculum focuses on cutting-edge methods to customize pre-trained models for specific applications like chatbots, translation, and content generation. Students will explore instruction-tuning with Hugging Face, reward modeling, and training specialized reward models to evaluate LLM outputs. The course delves into reinforcement learning from human feedback (RLHF), teaching participants how to view LLMs as probability distributions and policies that can be optimized. Key techniques covered include proximal policy optimization (PPO) with Hugging Face configuration and direct preference optimization (DPO) using partition functions. Through hands-on labs, students gain practical experience implementing reward modeling, PPO, and DPO approaches. This focused two-week program delivers the specialized knowledge employers are actively seeking, enabling AI professionals to tailor large language models with sophisticated techniques that improve accuracy and relevance in real-world applications.
English
What you'll learn
Master instruction-tuning techniques using Hugging Face frameworks
Implement and train reward models for evaluating LLM-generated content
Understand how to conceptualize large language models as probability distributions
Transform LLMs into policies for reinforcement learning applications
Apply reinforcement learning from human feedback (RLHF) to improve model outputs
Implement proximal policy optimization (PPO) with Hugging Face frameworks
Configure PPO trainers for efficient model optimization
Use direct preference optimization (DPO) with partition functions
Skills you'll gain
This course includes:
PreRecorded video
Graded quizzes,5 labs,Practice quizzes
Access on Mobile, Tablet, Desktop
Limited Access access
Shareable certificate
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Top companies provide this course to enhance their employees' skills, ensuring they excel in handling complex projects and drive organizational success.
Fee Structure
Individual course purchase is not available - to enroll in this course with a certificate, you need to purchase the complete Professional Certificate Course. For enrollment and detailed fee structure, visit the following: Generative AI Engineering
Payment options
Financial Aid
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Faculties
These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.
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Frequently asked Questions
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