Advanced GAI: Let AI Digital-Workers do the Work for You
Description
Automate Your Work and Embrace the Future:
Learn how to create digital-workers and revolutionize your work
Intended audience
Developers who wish to to gain more digital skills
Topics
Transformers in AI
In-depth Understanding of Transformers
Transformers Architectures and Variants
Application of Transformers in Various Fields
Generative AI (LLMs)
Deep Dive into Generative AI – code your own GAI from scratch.
Running Local LLMs
LM Studio
Ollama
Ollama WebUI
LangChain Technology
LangChain Architecture and capabilities
Advanced Usage of LangChain
Building Complex Applications with LangChain
Case Studies and Real-World Examples
RAG and CRAG Systems
Understanding RAG (Retrieval-Augmented Generation) / CRAG Systems
Create your own RAG systems
Applications and Use Cases
CrewAI
Use CrewAI, a technological-edge platform, to create teams of digital-workers
LangGraph
Use LangGraph, a technological-edge platform, to create teams of digital-workers
AutoGen
When how and why should you fine-tune a model
Model Fine-Tuning
When how and why should you fine-tune a model
Course Projects
Practical projects to take as is back to your work for everyone's beneficial
Practical projects as a baseline for creating your own
Conclusion and Future Directions
Summarizing Key Learnings
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