Instruction-Tuning Courses and Certifications

Role of Instruction-Tuning and Prompt Engineering in Clinical Domain - MedAI 125

Explore instruction-tuning and prompt engineering's impact on Clinical NLP, enhancing biomedical tasks and systematic reviews in oncology for optimized clinical processes and evidence-based practices.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Generative AI Advance Fine-Tuning for LLMs

Explore advanced fine-tuning techniques for LLMs, including instruction-tuning, reward modeling, and direct preference optimization. Gain hands-on experience with cutting-edge tools to enhance AI performance and alignment.

• Coursera
• 8 hours 13 minutes
• On-Demand
• Free Online Course (Audit)

Simons Institute

Towards Reliable Use of Large Language Models - Better Detection, Consistency, and Instruction-Tuning

Explore advancements in large language models, focusing on improving consistency, detection of AI-generated text, and instruction-tuning for enhanced reliability and practical applications.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

The Machine Learning Engineer

Prompt Engineering Techniques for Microsoft Phi3-mini 128k Instruct

Explore prompt engineering techniques for Microsoft Phi3-mini 128k Instruct, including zero-shot, few-shot, CoT, and RAG approaches.

• YouTube
• 50 minutes
• On-Demand
• Free Video

LLMOps Space

Fine-tuning LLMs with Hugging Face SFT and QLoRA - LLMOps Techniques

Explore advanced LLM fine-tuning techniques, from specialized tuning to instruction enhancement. Learn dataset preparation, model optimization, and leverage powerful libraries for efficient fine-tuning and deployment.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Instruction Tuning of Large Language Models - Lecture

Explore instruction tuning for large language models, covering its impact on generalization, data generation techniques, and performance evaluation across various NLP tasks.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Snorkel AI

Fine-Tuning Large Language Models Faster Using Bonito for Task-Specific Training Data Generation

Accelerate LLM fine-tuning with Bonito: Generate task-specific training data for faster instruction tuning and improved zero-shot task adaptation on specialized, private datasets.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Snorkel AI

Why GenAI Needs Careful Training Data Management

Explore the critical role of training data management in GenAI, including harmonization across stages and its impact on model effectiveness and safety in various domains and languages.

• YouTube
• 18 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Building Data-Efficient and Reliable Applications with Large Language Models

Explore data-efficient tuning methods and factuality evaluation for building reliable multilingual LLM applications. Learn strategies to overcome challenges in specialized domains and high-trust scenarios.

• YouTube
• 45 minutes
• On-Demand
• Free Video

VinAI

SeaLLMs - Large Language Models for Southeast Asia

Explore SeaLLMs, innovative language models focusing on Southeast Asian languages. Learn about their superior performance in linguistic tasks and instruction-following capabilities for non-Latin languages.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Graham Neubig

Instruction Tuning in Advanced Natural Language Processing - Lecture 6

Explore advanced NLP concepts: multi-tasking, fine-tuning, instruction tuning, parameter-efficient methods, datasets, and synthetic data generation for enhanced language models.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video