This post is divided into five parts: • Understanding the RAG architecture • Building the Document Indexing System • Implementing the Retrieval System • Implementing the Generator • Building the Complete RAG System An RAG system consists of two main components: • Retriever: Responsible for finding relevant documents or passages from a knowledge base given a query.
This post is divided into five parts: • Understanding the RAG architecture • Building the Document Indexing System • Implementing the Retrieval System • Implementing the Generator • Building the Complete RAG System An RAG system consists of two main components: • Retriever: Responsible for finding relevant documents or passages from a knowledge base given a query.
Which capability of AI, ML, robotics, or automation do you believe will have the most positive impact on you personally?
Total Vote: 1
Increased efficiency and productivity in daily tasks
100 %
Advances in healthcare and medical innovation
0 %
Solutions for global challenges (climate, sustainability, energy)
0 %
Personalized learning and education opportunities
0 %
Enhanced creativity and new tools for innovation
0 %
Improved accessibility and inclusion for diverse communities
0 %
Which capability of AI, ML, robotics, or automation do you believe will have the most negative impact on you personally?
Total Vote: 1
Job displacement or reduced career opportunities
0 %
Privacy invasion and surveillance risks
0 %
Loss of human control or autonomy
0 %
Bias, misinformation, or manipulation through AI systems
0 %
Over-reliance on automation reducing human skills
0 %
Safety concerns with autonomous machines (e.g., self-driving cars, drones)
100 %
What aspect of Artificial Intelligence interests you the most?
Total Vote: 3
Machine Learning and Deep Learning
33.3 %
Natural Language Processing (NLP)
0 %
Robotics and Automation
0 %
AI Ethics and Governance
33.3 %
AI in Healthcare
0 %
Autonomous Vehicles
0 %
AI in Finance
33.3 %
Computer Vision
0 %
Other...
0 %
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