Milvus: Open-Source Vector Database for AI Applications

• Basic understanding of databases
• Introductory knowledge of AI and machine learning concepts
• Familiarity with programming concepts, preferably in Python

Audience

• Data scientists
• Software developers
• Machine learning enthusiasts

Milvus is a highly scalable, open-source vector database designed for AI and machine learning applications.

This instructor-led, live training (online or onsite) is aimed at beginner-level to intermediate-level data scientists and software developers who wish to learn about Milvus and its practical applications in various AI scenarios.

By the end of this training, participants will be able to:

• Understand the architecture and features of Milvus.
• Implement vector databases in different AI applications.
• Perform similarity searches with high accuracy and speed.
• Apply Milvus to real-world AI challenges.

Format of the Course

• Interactive lecture and discussion.
• Lots of exercises and practice.
• Hands-on implementation in a live-lab environment.

Course Customization Options

• To request a customized training for this course, please contact us to arrange.

Introduction to Vector Databases

• Understanding vector databases
• Key features and benefits of Milvus
• Comparison with traditional databases

Setting Up Milvus

• Installation and configuration
• Understanding Milvus components and architecture
• Creating collections and partitions

Data Indexing and Management

• Indexing strategies in Milvus
• Managing and optimizing vector data
• Best practices for data ingestion

Similarity Search and Retrieval

• Fundamentals of similarity search
• Implementing search operations in Milvus
• Use cases: image and video retrieval, NLP

Milvus in Machine Learning (ML)

• Integrating Milvus with ML models
• Building recommendation systems
• Case studies: anomaly detection, chatbots

Scalability and Performance

• Scaling Milvus for large datasets
• Performance tuning and optimization
• Monitoring and maintenance

Implementing Milvus in AI

• Developing a vector database solution
• Review and feedback

Summary and Next Steps