DataCouch Academy | Best-in-class training on Generative AI, Cybersecurity and more

Loading Events

Generative Al NLP Specialization | Level 3

Dive Deeper into LLMs and it’s fine tuning techniques: Generative Al NLP Specialization.

$520.00

February 21, 2025 @ 9:00 am 5:00 pm UTC+5:30

About the event

Join us for an exclusive event to elevate your Generative AI NLP expertise with advanced techniques. Explore the captivating realm of fine-tuning advanced Large Language Models (LLMs), to unlock their potential for real-world impact. This event is a unique opportunity to cultivate proficiency in refining LLMs and aligning them seamlessly with human values. Through structured exploration and hands-on exercises, you’ll uncover the intricacies of reinforcement learning, parameter-efficient fine-tuning, and effective model evaluation.

Key Outcomes and Benefits:

1. Expert-Level Skills: Develop mastery in advanced LLM fine-tuning techniques to create more precise and impactful models.

2. Ethical Alignment: Learn how to align LLMs with human values, ensuring ethical, responsible, and relevant applications.

3. Cutting-edge Insights: Gain insights into groundbreaking techniques like instruction fine-tuning, parameter efficiency, LoRA, and Soft Prompts.

4. Professional Advancement: Enhance your profile as a developer, software engineer, AI enthusiast, or data scientist with advanced Generative AI skills.

5. Network Building: Connect with a community of like-minded professionals, fostering collaborations and idea exchange.

Who Should Attend:

  • Developers and software engineers seeking to elevate their Generative AI skills.
  • AI enthusiasts and professionals committed to developing intelligent and innovative solutions.
  • Data scientists and machine learning practitioners aiming to refine their capabilities in cutting-edge GenAI models.

Prerequisite:

Prior completion of Generative AI NLP Specialization | Level 2 or equivalent knowledge is recommended.

Join us to amplify your expertise in Generative AI. Secure your spot at “Generative Al NLP Specialization | Level 3” and unlock the power of finely-tuned language models.

Deepdive into Fine-tuning LLMs
  • Introduction to Large Language Models
  • Pre-training Large Language Models
  • Computational Challenges in Training LLMs
  • Scaling Laws and Compute-Optimal Models
  • Fine-tuning Techniques                    
    • Instruction Fine-tuning
    • Fine-tuning on a Single Task
    • Multi-task Instruction Fine-tuning
    • Parameter Efficient Fine-tuning (PEFT)
    • PEFT Techniques: LoRA and Soft Prompts

        

  • Model Evaluation and Benchmarks                    
    • Evaluating Fine-tuned Models
    • Introduction to Benchmarks

     

Reinforcement Learning and LLM-powered Applications
  • Introduction
  • Overview of Fine-tuning Large Language Models
  • Importance of Aligning Models with Human Values
  • Reinforcement Learning from Human Feedback (RLHF)                    
    • Introduction to RLHF
    • Obtaining Feedback from Humans
    • Developing a Reward Model for RLHF

        

  • Fine-tuning with Reinforcement Learning                    
    • Fine-tuning Process using RLHF
    • Techniques for Optimizing RLHF Performance
    • Optional Video: Proximal Policy Optimization
    • Addressing Reward Hacking

        

  • Scaling Human Feedback                    
    • Challenges and Considerations
    • Strategies for Collecting and Incorporating Large-scale Feedback

        

  • Evaluation and Assessment                    
    • Methods for Evaluating Fine-tuned Language Models
    • Assessing Model Performance in Alignment with Human Values

        

  • Lab: Transforming Human Interactions with AI ( RLHF)

Tickets

The numbers below include tickets for this event already in your cart. Clicking “Get Tickets” will allow you to edit any existing attendee information as well as change ticket quantities.
Generative Al NLP Specialization | Level 3
*Inclusive of all taxes
$ 520.00
20 available

Select your currency
Scroll to Top