1. Understand the architecture and purpose of LlamaIndex

2. Load and structure various data types (PDFs, APIs, SQL, Notion, etc.)

3. Create and manage vector-based, tree, and keyword indexes

4. Implement RAG pipelines for summarization, question answering, and document navigation

5. Customize query engines for advanced filtering and control

6. Use LlamaIndex with LangChain and other frameworks

7. Develop enterprise search and multi-document QA applications

8. Integrate LlamaIndex with embedding models and vector stores

9. Monitor and optimize query performance

10. Deploy LlamaIndex-powered solutions into production environments

Course Syllabus

1. Introduction to LlamaIndex and RAG

2. Installing and Setting Up LlamaIndex

3. Data Connectors: PDFs, APIs, SQL, Notion, Markdown, and Web

4. Index Types: Vector Index, Tree Index, List Index, Keyword Table

5. Query Engines and Query Modes: Natural Language, Structured, Hybrid

6. Embedding Models: OpenAI, HuggingFace, Cohere

7. Integrating with Vector Stores: FAISS, Chroma, Weaviate, Pinecone

8. Using LlamaIndex with LangChain and Streamlit

9. Building Chatbots and Search Tools with Indexed Data

10. Custom Prompts and Output Parsers

11. Real-Time Document Updates and Incremental Indexing

12. Debugging and Evaluating RAG Systems

13. Deploying RAG Applications to Production

14. Case Studies: Legal Research Bot, Enterprise Search, PDF QA Assistant

Upon successful completion of this course, you will receive the Uplatz Certificate of Mastery in LlamaIndex and RAG Systems. This industry-recognized certificate verifies your expertise in designing, developing, and deploying Retrieval-Augmented Generation pipelines using LlamaIndex.

You’ll demonstrate proficiency in indexing external data sources, connecting them with LLMs, and creating tools such as intelligent search assistants, document readers, and knowledge-aware chatbots. This certification serves as a testament to your ability to build scalable AI applications grounded in reliable data.

LlamaIndex is gaining popularity in enterprise AI workflows, especially in document-heavy industries like legal, healthcare, finance, and research. With the rising adoption of RAG systems, companies are hiring developers who can design trustworthy, verifiable AI tools.

Career roles include:

• Retrieval-Augmented Generation Engineer

• AI Search & Knowledge Engineer

• LLM Infrastructure Developer

• Data-Aware Chatbot Developer

• NLP Engineer

• Enterprise AI Architect

Professionals trained in LlamaIndex stand out in AI job markets where credibility, accuracy, and transparency are essential. The ability to connect LLMs with organizational data makes you a valuable asset in the future of AI-driven productivity.

1. What is LlamaIndex use****d for?
   LlamaIndex enables LLMs to retrieve and use external knowledge for answering questions and summarizing documents.

2. How is LlamaIndex different from LangChain?
   LlamaIndex focuses on indexing and querying data, while LangChain focuses on chaining reasoning and tools.

3. What types of data can be loaded into LlamaIndex?
   PDFs, Markdown, Notion, SQL, CSVs, APIs, web pages, and more.

4. What is a Vector Index in LlamaIndex?
   It stores embeddings of text chunks for semantic search using vector similarity.

5. What is a Tree Index used for?
   It enables hierarchical summarization and navigation of large documents.

6. Can LlamaIndex work with real-time updates?
   Yes, it supports incremental indexing and live document updates.

7. Which embedding models are supported in LlamaIndex?
   OpenAI, HuggingFace, Cohere, and others.

8. How do you integrate LlamaIndex with LangChain?
   LlamaIndex provides components that plug into LangChain’s chains and agents.

9. What is a RAG application?
   It combines an LLM with external data retrieval to generate more accurate and grounded answers.

10. Give a real-world use case of LlamaIndex.
    Creating a legal document assistant that can summarize laws and answer questions using indexed statutes.

Q1. What are the payment options?
A1. We have multiple payment options: 1) Book your course on our webiste by clicking on Buy this course button on top right of this course page 2) Pay via Invoice using any credit or debit card 3) Pay to our UK or India bank account 4) If your HR or employer is making the payment, then we can send them an invoice to pay.

Q2. Will I get certificate?
A2. Yes, you will receive course completion certificate from Uplatz confirming that you have completed this course with Uplatz. Once you complete your learning please submit this for to request for your certificate https://training.uplatz.com/certificate-request.php

Q3. How long is the course access?
A3. All our video courses comes with lifetime access. Once you purchase a video course with Uplatz you have lifetime access to the course i.e. forever. You can access your course any time via our website and/or mobile app and learn at your own convenience.

Q4. Are the videos downloadable?
A4. Video courses cannot be downloaded, but you have lifetime access to any video course you purchase on our website. You will be able to play the videos on our our website and mobile app.

Q5. Do you take exam? Do I need to pass exam? How to book exam?
A5. We do not take exam as part of the our training programs whether it is video course or live online class. These courses are professional courses and are offered to upskill and move on in the career ladder. However if there is an associated exam to the subject you are learning with us then you need to contact the relevant examination authority for booking your exam.

Q6. Can I get study material with the course?
A6. The study material might or might not be available for this course. Please note that though we strive to provide you the best materials but we cannot guarantee the exact study material that is mentioned anywhere within the lecture videos. Please submit study material request using the form https://training.uplatz.com/study-material-request.php

Q7. What is your refund policy?
A7. Please refer to our Refund policy mentioned on our website, here is the link to Uplatz refund policy https://training.uplatz.com/refund-and-cancellation-policy.php

Q8. Do you provide any discounts?
A8. We run promotions and discounts from time to time, we suggest you to register on our website so you can receive our emails related to promotions and offers.

Q9. What are overview courses?
A9. Overview courses are 1-2 hours short to help you decide if you want to go for the full course on that particular subject. Uplatz overview courses are either free or minimally charged such as GBP 1 / USD 2 / EUR 2 / INR 100

Q10. What are individual courses?
A10. Individual courses are simply our video courses available on Uplatz website and app across more than 300 technologies. Each course varies in duration from 5 hours uptop 150 hours. Check all our courses here https://training.uplatz.com/online-it-courses.php?search=individual

Q11. What are bundle courses?
A11. Bundle courses offered by Uplatz are combo of 2 or more video courses. We have Bundle up the similar technologies together in Bundles so offer you better value in pricing and give you an enhaced learning experience. Check all Bundle courses here https://training.uplatz.com/online-it-courses.php?search=bundle

Q12. What are Career Path programs?
A12. Career Path programs are our comprehensive learning package of video course. These are combined in a way by keeping in mind the career you would like to aim after doing career path program. Career path programs ranges from 100 hours to 600 hours and covers wide variety of courses for you to become an expert on those technologies. Check all Career Path Programs here https://training.uplatz.com/online-it-courses.php?career_path_courses=done

Q13. What are Learning Path programs?
A13. Learning Path programs are dedicated courses designed by SAP professionals to start and enhance their career in an SAP domain. It covers from basic to advance level of all courses across each business function. These programs are available across SAP finance, SAP Logistics, SAP HR, SAP succcessfactors, SAP Technical, SAP Sales, SAP S/4HANA and many more Check all Learning path here https://training.uplatz.com/online-it-courses.php?learning_path_courses=done

Q14. What are Premium Career tracks?
A14. Premium Career tracks are programs consisting of video courses that lead to skills required by C-suite executives such as CEO, CTO, CFO, and so on. These programs will help you gain knowledge and acumen to become a senior management executive.

Q15. How unlimited subscription works?
A15. Uplatz offers 2 types of unlimited subscription, Monthly and Yearly. Our monthly subscription give you unlimited access to our more than 300 video courses with 6000 hours of learning content. The plan renews each month. Minimum committment is for 1 year, you can cancel anytime after 1 year of enrolment. Our yearly subscription gives you unlimited access to our more than 300 video courses with 6000 hours of learning content. The plan renews every year. Minimum committment is for 1 year, you can cancel the plan anytime after 1 year. Check our monthly and yearly subscription here https://training.uplatz.com/online-it-courses.php?search=subscription

Q16. Do you provide software access with video course?
A16. Software access can be purchased seperately at an additional cost. The cost varies from course to course but is generally in between GBP 20 to GBP 40 per month.

Q17. Does your course guarantee a job?
A17. Our course is designed to provide you with a solid foundation in the subject and equip you with valuable skills. While the course is a significant step toward your career goals, its important to note that the job market can vary, and some positions might require additional certifications or experience. Remember that the job landscape is constantly evolving. We encourage you to continue learning and stay updated on industry trends even after completing the course. Many successful professionals combine formal education with ongoing self-improvement to excel in their careers. We are here to support you in your journey!

Q18. Do you provide placement services?
A18. While our course is designed to provide you with a comprehensive understanding of the subject, we currently do not offer placement services as part of the course package. Our main focus is on delivering high-quality education and equipping you with essential skills in this field. However, we understand that finding job opportunities is a crucial aspect of your career journey. We recommend exploring various avenues to enhance your job search:
a) Career Counseling: Seek guidance from career counselors who can provide personalized advice and help you tailor your job search strategy.
b) Networking: Attend industry events, workshops, and conferences to build connections with professionals in your field. Networking can often lead to job referrals and valuable insights.
c) Online Professional Network: Leverage platforms like LinkedIn, a reputable online professional network, to explore job opportunities that resonate with your skills and interests.
d) Online Job Platforms: Investigate prominent online job platforms in your region and submit applications for suitable positions considering both your prior experience and the newly acquired knowledge. e.g in UK the major job platforms are Reed, Indeed, CV library, Total Jobs, Linkedin.
While we may not offer placement services, we are here to support you in other ways. If you have any questions about the industry, job search strategies, or interview preparation, please dont hesitate to reach out. Remember that taking an active role in your job search process can lead to valuable experiences and opportunities.

Q19. How do I enrol in Uplatz video courses?
A19. To enroll, click on "Buy This Course," You will see this option at the top of the page.
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d) Choose PayUmoney if you are based in India.
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Q20. How do I access my course after payment?
A20. Once you have made the payment on our website, you can access your course by clicking on the "My Courses" option in the main menu or by navigating to your profile, then the student dashboard, and finally selecting "Video Courses".

Q21. Can I get help from a tutor if I have doubts while learning from a video course?
A21. Tutor support is not available for our video course. If you believe you require assistance from a tutor, we recommend considering our live class option. Please contact our team for the most up-to-date availability. The pricing for live classes typically begins at USD 999 and may vary.