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Course Outline
Introduction to Generative AI and Large Language Models
- Overview of generative AI and its historical development
- Introduction to LLMs: GPT, BERT, and their functional capabilities
- Comparison of generative models versus traditional NLP approaches
Transformer Architecture and Model Training
- In-depth look at the transformer architecture within LLMs
- The self-attention mechanism and its role in language modeling
- Processes for training large language models and fine-tuning
Prompt Engineering for Effective Interaction
- Designing prompts to generate accurate and useful results
- Refining prompt strategies for diverse application scenarios
- Testing prompt variations to optimize response quality
Applications of LLMs in Business
- Leveraging conversational AI to automate customer service
- Generating content for marketing and media campaigns
- Utilizing LLMs in data analysis and report creation
Ethical Considerations and Bias Management
- Detecting potential biases in LLM-generated content
- Mitigating ethical concerns in generative AI applications
- Implementing strategies for responsible LLM deployment
Advanced Techniques in LLMs
- Customizing LLMs for domain-specific use cases
- Integrating LLMs with other AI systems to enhance functionality
- Exploring multilingual and cross-lingual features
The Future of Generative AI in Business
- Current trends in generative AI and LLM research
- Scalability opportunities and challenges for LLM solutions
- Preparing organizations for AI-driven transformation
Summary and Next Steps
Requirements
- Fundamental knowledge of machine learning and natural language processing concepts
- Proficiency in Python programming
Target Audience
- Data scientists and AI practitioners seeking expertise in generative AI technologies
- Business professionals investigating automation and content generation strategies
- Technical managers and decision-makers aiming to integrate LLMs into their workflows
14 Hours
Testimonials (2)
the tips and recommended prompts that we can take away from this training
Lee Mei Lin - ST Engineering IHQ Pte Ltd
Course - InVideo AI: Creating Engaging Short-Form Videos
use of proper and effective prompt
