Master Vector Database with Python for AI & LLM Use Cases

Overview

In this comprehensive course on Vector Databases, you will delve into the exciting world of cutting-edge technologies that are transforming the field of artificial intelligence (AI), particularly in generative AI. With a focus on Future-Proofing Generative AI, this course will equip you with the knowledge and skills to harness the power of Vector Databases for advanced applications, including Language Model Models (LLM), Generative Pretrained Transformers (GPT) like ChatGPT, and Artificial General Intelligence (AGI) development.

Syllabus

• Introduction to Vector Databases
Definition and Importance in AI
Comparison with Traditional Databases
Role in Generative AI and LLMs
• Fundamentals of Vector Mathematics
Basics of Vector Operations
Vector Similarity Measures
Applications in Machine Learning and AI
• Setting Up the Python Environment
Installing Necessary Libraries and Tools
Overview of Vector Database Libraries like Faiss, Annoy, and Milvus
• Vector Data Models and Indexing
Understanding Vector Embeddings
Indexing Techniques for Fast Retrieval
Case Studies: Image and Text Embeddings
• Implementing Vector Databases with Python
Creating and Managing Vector Data
Case Study: Integrating Faiss with Python Applications
Optimization Techniques for Performance Improvement
• Advanced Use Cases for AI and LLMs
Enhancing Language Models with Vector Databases
GPT Model Integration for Improved Contextual Understanding
Use Case: Building and Scaling Chatbots with Vector Search
• Future-Proofing Generative AI
Role in Developing Artificial General Intelligence (AGI)
Upcoming Trends and Technologies in Vector Databases
Exploring Cross-Domain Applications
• Data Security and Ethics
Ensuring Privacy in Vector Databases
Ethical Considerations in AI and LLM Applications
• Capstone Project
Design and Develop a Vector Database Application for AI
Implementing Best Practices for Real-world AI Solutions
• Course Summary and Next Steps
Review of Key Concepts and Skills
Resources for Continued Learning
• Q&A and Course Evaluation
Open Forum for Questions
Course Feedback and Evaluation

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Taught by

Dr. KM Mohsin

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Subjects

Programming