Course Details
Topic 1. Introduction to Vector Databases
- What is a vector?
- Vectorization in NLP
- Vector similarity search
- Vector databases
- Pros and cons of vector databases
Topic 2. Milvus Database Operations
- Create a connection
- Create databases and users
- Create collections
- Insert data into Milvus
- Build an index
- Query scalar data
- Search vector fields
- Delete objects and entities
Topic 3. Retrieval Augmented Generation (RAG) on Milvus
- LLMs as a knowledge source
- Introduction to retrieval augmented generation
- RAG: Knowledge curation process
- RAG question-answering process
- Applications of RAG
- Implementing RAG with Milvus
- Set up Milvus for RAG
Course Info
Your will get 10% discount voucher for 2nd course onwards if you write us a Google review.
Minimum Entry Requirement
Knowledge and Skills
- Able to operate using computer functions
- Minimum 3 GCE ‘O’ Levels Passes including English or WPL Level 5 (Average of Reading, Listening, Speaking & Writing Scores)
Attitude
- Positive Learning Attitude
- Enthusiastic Learner
Experience
- Minimum of 1 year of working experience.
Target Age Group: 18-65 years old
Minimum Software/Hardware Requirement
Software:
TBD
Hardware: Window or Mac Laptops
Job Roles
- Database Administrator
- Data Analyst
- Business Analyst
- Systems Analyst
- IT Support Specialist
- Back-End Developer
- Report Developer
- Data Scientist (beginner level)
- Financial Analyst (working with databases)
- CRM Administrator
- ERP Specialist
- Marketing Analyst
- HRIS Specialist
- Product Manager (data-driven products)
- Technical Project Manager
Trainers
Ken Hiong: Ken Hiong is a ACTA certified trainer. Ken has over 20 years of work experience in the healthcare and pharmaceutical industry, having assumed various functional and managerial roles in sales, marketing, business development, finance, business analysis and planning. With an interest and experience in scripting, Ken has worked on projects using HTML, CSS, PHP, MySQL, WordPress, MS Office, VBA, Power BI, etc. Notably, Ken is a proven expert Excel user at work who has made efficient many work processes, improved data analysis and enhanced the quality of business planning and reporting for organizations.
Ken graduated with a Pharmacy degree, holds a Master of Business Administration from the National University of Singapore and a Master of Applied Finance from the University of Adelaide. An ardent advocate of lifelong learning, Ken is ACTA trained and seeks to continually upgrade his IT skills through various channels of learning and Microsoft certifications. With MS Office Master qualification, Ken looks forward to assisting individuals and corporations improve their computer skills, productivity and business outcomes.
Customer Reviews (2)
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1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - will recommend Review by Course Participant/Trainee
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1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment