Vector Databases
An Introduction with Chroma DB
Vector databases provide the solid foundation required by large language models to deliver AI-powered similarity searches and recommendation systems for e-commerce recommendations, cybersecurity fraud detection, medical diagnostics, bioinformatics research, and other complex analysis tasks. Begin learning how to take advantage of the efficiencies vector databases offer in this introductory course by IBM.
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Vector databases provide the solid foundation required by large language models to deliver AI-powered similarity searches and recommendation systems for e-commerce recommendations, cybersecurity fraud detection, medical diagnostics, bioinformatics research, and other complex analysis tasks. Begin learning how to take advantage of the efficiencies vector databases offer in this introductory course by IBM.
Vector databases provide the solid foundation required by large language models to deliver AI-powered similarity searches and recommendation systems for e-commerce recommendations, cybersecurity fraud detection, medical diagnostics, bioinformatics research, and other complex analysis tasks. Begin learning how to take advantage of the efficiencies vector databases offer in this introductory course by IBM.
In this introductory microcourse, you'll build your knowledge of vector database fundamentals and explore the importance of vector databases in today’s data management landscape. Then, dive into how vector databases differ from traditional databases and learn about vector database types and their uses.
You’ll also gain hands-on experience setting up environments for vector database operations and performing day-to-day database tasks using Chroma DB. You will learn how to:
• Set up environments for vector database operations.
• Perform update, delete, and collection-related tasks.
• Demonstrate vector database skills and implement similarity searches using real-world data sets.
This microcourse is built to provide you with broad, foundational vector database knowledge. This course is for engineers, data scientists, machine learning engineers, DevOps engineers, AI Engineers, and others who work with or intend to build large language models (LLMS), generative AI applications, and related transformative technologies.
Enroll today and learn how to take advantage of the efficiencies that vector databases offer!
What's inside
Syllabus
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Activities
Review Linear Algebra
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Reinforce your understanding of linear algebra concepts, which are essential for vector operations.
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Linear Algebra
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-
Revise matrix operations (addition, subtraction, multiplication)
-
Practice solving systems of linear equations
-
Review eigenvector and eigenvalue concepts
Join a peer study group for vector databases
Show steps
Peer study groups help in increasing understanding through discussion and collaboration. Joining a group focused on vector databases will help you solidify your understanding.
Browse courses on
Vector Database
Show steps
-
Find a study group that fits your needs.
-
Attend the study group meetings regularly.
-
Participate in discussions and activities.
Review vector database overview
Show steps
Familiarize yourself with core vector database concepts to build a foundation for understanding the course material.
Browse courses on
Vector Databases
Show steps
-
Read the course overview and introduction.
-
Review online resources and articles on vector databases.
Nine other activities
Expand to see all activities and additional details
Show all 12 activities
Set up Chroma DB environment
Show steps
Gain hands-on experience by setting up a vector database environment to become comfortable with the tools.
Show steps
-
Follow the official Chroma DB documentation for installation instructions.
-
Configure and run the Chroma DB server.
Follow tutorials on vector database best practices
Show steps
Learning best practices will help you enhance your skills and work in a more efficient manner. Follow tutorials on vector database best practices to improve your skills.
Browse courses on
Vector Database
Show steps
-
Search for tutorials on vector database best practices.
-
Follow the tutorials and implement the best practices in your own work.
Execute basic CRUD operations
Show steps
Reinforce your understanding of vector database operations by performing create, read, update, and delete tasks.
Browse courses on
CRUD Operations
Show steps
-
Use Chroma DB's command line interface (CLI) to create a collection.
-
Insert documents into the collection.
-
Retrieve documents using queries.
-
Update and delete documents as needed.
Build a simple vector database application
Show steps
Putting your skills and knowledge to use will help you increase understanding and retention of concepts and skills. Building a vector database application will help you do that.
Browse courses on
Vector Database
Show steps
-
Design your database schema.
-
Select a vector database to use.
-
Implement the database and add data.
-
Write queries to retrieve and manipulate data.
Participate in a hackathon using vector databases
Show steps
Apply your vector database skills to solve real-world problems and collaborate with peers.
Show steps
-
Find a suitable hackathon focused on vector databases.
-
Team up with other participants or work individually.
-
Develop a solution using vector database technologies.
-
Submit your solution and compete for prizes.
Contribute to an open-source vector database project
Show steps
Contributing to open source projects helps you enhance your skills and knowledge. Look for vector database projects that you can contribute to.
Browse courses on
Vector Database
Show steps
-
Find an open-source vector database project that interests you.
-
Read the project documentation and contribute to the project in a meaningful way.
Create a project using vector database
Show steps
Apply your knowledge by developing a mini project that utilizes vector databases to solve a specific problem.
Browse courses on
Project-Based Learning
Show steps
-
Identify a use case or problem that can be addressed with vector databases.
-
Design and implement a solution using Chroma DB.
-
Test and evaluate your project's performance.
Develop a data visualization tool for vector database exploration
Show steps
Create a tool to visualize and explore high-dimensional data from vector databases.
Browse courses on
Data Visualization Tools
Show steps
-
Research existing data visualization techniques.
-
Design and implement a visualization tool.
Develop a Recommendation System Using Vector Databases
Show steps
Apply your knowledge to a real-world project, building a recommendation system that leverages vector databases for efficient and personalized recommendations.
Browse courses on
Recommendation Systems
Show steps
-
Identify a domain and collect relevant data
-
Design the system architecture and choose appropriate vector database
-
Implement recommendation algorithms using vector operations
-
Evaluate system performance and make necessary improvements
Review Linear Algebra
Show steps
Reinforce your understanding of linear algebra concepts, which are essential for vector operations.
Browse courses on
Linear Algebra
Show steps
- Revise matrix operations (addition, subtraction, multiplication)
- Practice solving systems of linear equations
- Review eigenvector and eigenvalue concepts
Join a peer study group for vector databases
Show steps
Peer study groups help in increasing understanding through discussion and collaboration. Joining a group focused on vector databases will help you solidify your understanding.
Browse courses on
Vector Database
Show steps
- Find a study group that fits your needs.
- Attend the study group meetings regularly.
- Participate in discussions and activities.
Review vector database overview
Show steps
Familiarize yourself with core vector database concepts to build a foundation for understanding the course material.
Browse courses on
Vector Databases
Show steps
- Read the course overview and introduction.
- Review online resources and articles on vector databases.
Set up Chroma DB environment
Show steps
Gain hands-on experience by setting up a vector database environment to become comfortable with the tools.
Show steps
- Follow the official Chroma DB documentation for installation instructions.
- Configure and run the Chroma DB server.
Follow tutorials on vector database best practices
Show steps
Learning best practices will help you enhance your skills and work in a more efficient manner. Follow tutorials on vector database best practices to improve your skills.
Browse courses on
Vector Database
Show steps
- Search for tutorials on vector database best practices.
- Follow the tutorials and implement the best practices in your own work.
Execute basic CRUD operations
Show steps
Reinforce your understanding of vector database operations by performing create, read, update, and delete tasks.
Browse courses on
CRUD Operations
Show steps
- Use Chroma DB's command line interface (CLI) to create a collection.
- Insert documents into the collection.
- Retrieve documents using queries.
- Update and delete documents as needed.
Build a simple vector database application
Show steps
Putting your skills and knowledge to use will help you increase understanding and retention of concepts and skills. Building a vector database application will help you do that.
Browse courses on
Vector Database
Show steps
- Design your database schema.
- Select a vector database to use.
- Implement the database and add data.
- Write queries to retrieve and manipulate data.
Participate in a hackathon using vector databases
Show steps
Apply your vector database skills to solve real-world problems and collaborate with peers.
Show steps
- Find a suitable hackathon focused on vector databases.
- Team up with other participants or work individually.
- Develop a solution using vector database technologies.
- Submit your solution and compete for prizes.
Contribute to an open-source vector database project
Show steps
Contributing to open source projects helps you enhance your skills and knowledge. Look for vector database projects that you can contribute to.
Browse courses on
Vector Database
Show steps
- Find an open-source vector database project that interests you.
- Read the project documentation and contribute to the project in a meaningful way.
Create a project using vector database
Show steps
Apply your knowledge by developing a mini project that utilizes vector databases to solve a specific problem.
Browse courses on
Project-Based Learning
Show steps
- Identify a use case or problem that can be addressed with vector databases.
- Design and implement a solution using Chroma DB.
- Test and evaluate your project's performance.
Develop a data visualization tool for vector database exploration
Show steps
Create a tool to visualize and explore high-dimensional data from vector databases.
Browse courses on
Data Visualization Tools
Show steps
- Research existing data visualization techniques.
- Design and implement a visualization tool.
Develop a Recommendation System Using Vector Databases
Show steps
Apply your knowledge to a real-world project, building a recommendation system that leverages vector databases for efficient and personalized recommendations.
Browse courses on
Recommendation Systems
Show steps
- Identify a domain and collect relevant data
- Design the system architecture and choose appropriate vector database
- Implement recommendation algorithms using vector operations
- Evaluate system performance and make necessary improvements
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