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Course Details
Topic 1. Fundamental Concepts in LlamaIndex
- How LlamaIndex is organized
- Using LLMs
- Loading data
- Indexing
- Storing and retrieving
- Querying
- Agents
Topic 2. Introduction to RAG
- Components of a RAG system
- Ingestion pipeline
- Query pipeline
- Prompt engineering for RAG
- Data preparation for RAG
Topic 3. RAG Evaluation
- Introduction to RAG evaluation
- Evaluation metrics
- How to create an evaluation set
Course Info
Promotion Code
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:
Hardware: Window or Mac Laptops
Job Roles
- AI Data Engineer
- Machine Learning Engineer
- AI Research Scientist
- Data Scientist
- AI Solutions Architect
- Information Retrieval Specialist
- NLP Engineer
- AI Product Manager
- Technical Lead (AI/ML)
- Data Engineer
- Software Developer (AI/ML)
- R&D Engineer (AI/ML)
- Data Analyst
- AI Systems Analyst
- AI Operations Specialist
- Machine Learning Consultant
- AI Quality Assurance Specialist
- AI Training Specialist
- AI Model Developer
- Technical Consultant (AI)
Trainers
Dr. Alvin Ang: Dr. Alvin Ang is a ACTA certified trainer. Dr. Alvin Ang did his Ph.D., Masters and Bachelors from NTU, Singapore. Previously he was a Principal Consultant (Data Science) as well as an Assistant Professor. He was also 8 years SUSS adjunct lecturer. His focus and interest is in the area of real world data science. Though an operational researcher by study, his passion for practical applications outweigh his academic background. He owns a startup externally.
Dwight Nuwan Fonseka: Dwight Nuwan Fonseka is a ACLP certified trainer. He have a degree in Biotechnology from NUS, Advanced diploma in Pharmaceutical management from MDIS and Masters in Education from NTU. He have 8 years experience of teaching biology at O and A levels/ IB level in international schools in Singapore and overseas.
Customer Reviews (2)
- Will Recommend Review by Course Participant/Trainee
-
Course material print is too small; should print 2 slides on 1 page instead1. 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
Trainer is very helpful and accommodating in providing inputs to student's case studies. (Posted on 12/1/2017) - Will Recommend Review by Course Participant/Trainee
-
Nil (Posted on 3/10/2017)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
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