• Understand the architecture and challenges of RAG pipelines

• Install and configure Ragas in a Python environment

• Evaluate retrieval relevance using built-in metrics

• Measure generation coherence and faithfulness

• Analyze context overlap and hallucination risks

• Use Ragas with popular QA datasets

• Integrate Ragas into LangChain and LLM pipelines

• Visualize evaluation results and score distributions

• Benchmark multiple RAG pipelines side by side

• Apply insights from evaluation to optimize pipeline performance

Course Syllabus

1. Introduction to RAG Pipelines and the Role of Evaluation

2. What is Ragas? Architecture and Use Cases

3. Installing Ragas and Setting Up Your Environment

4. Understanding RAG Evaluation Metrics: Answer, Context, and Faithfulness

5. Using Ragas with Hugging Face and LangChain

6. Loading QA Datasets for Evaluation

7. Evaluating Retrieval: Relevance, Redundancy, and Coverage

8. Evaluating Generation: Coherence, Fluency, and Faithfulness

9. Visualizing Results and Creating Evaluation Reports

10. Using Ragas to Optimize Retrieval-Augmented Systems

11. Case Study: Evaluating an Open-Domain QA System

12. Best Practices for RAG Evaluation in Production Systems

Upon successful completion of this course, learners will receive a Uplatz Certificate of Completion verifying their expertise in RAG system evaluation using Ragas. This certificate reflects your ability to identify bottlenecks in retrieval and generation, apply appropriate metrics, and design reproducible evaluations for production-scale pipelines. Ragas certification adds value to your resume and signals to employers that you can apply transparent evaluation to modern AI systems, making you an asset in any organization deploying LLM-powered applications.

Mastery of RAG pipelines and Ragas evaluation unlocks a unique niche in AI development—focused on trust, transparency, and performance optimization. Organizations using LLMs for customer support, search engines, enterprise knowledge bases, and education platforms need professionals who can not only build but also assess and improve their AI systems.

You’ll be equipped for roles like:

• RAG Evaluation Specialist

• AI QA Engineer

• NLP Research Engineer

• AI System Validator

• Data Scientist (LLM Evaluation Focus)

• AI Product Quality Analyst

These skills are especially valued in industries handling high-stakes content—like legal, healthcare, finance, and academic technology—where hallucinations or incorrect retrieval can have critical consequences. Ragas helps mitigate those risks, and this course gives you the tools to lead responsible AI development.

1. What is Ragas used for?
   Ragas is used to evaluate the performance of Retrieval-Augmented Generation (RAG) pipelines by analyzing retrieval and generation quality.

2. What makes Ragas different from standard LLM evaluation tools?
   Ragas is purpose-built for RAG systems, providing metrics for intermediate steps like retrieval relevance, not just final output.

3. Can Ragas detect hallucinations in generated answers?
   Yes, Ragas evaluates faithfulness and coherence to help detect hallucinated or ungrounded responses.

4. What kinds of metrics does Ragas use?
   It uses metrics such as answer correctness, retrieval relevance, context coverage, and generation faithfulness.

5. How do you integrate Ragas into a pipeline?
   You can use it as a standalone tool or integrate it with frameworks like LangChain for automated evaluation.

6. Is Ragas open-source?
   Yes, Ragas is open-source and can be freely used and extended in custom evaluation setups.

7. What types of data can be evaluated using Ragas?
   QA datasets are the most common, but any RAG-style output (e.g., chatbots, summarizers) can be evaluated.

8. How does Ragas support reproducibility?
   It provides structured evaluation reports, fixed metric implementations, and dataset versioning.

9. What frameworks does Ragas work well with?
   Ragas integrates well with LangChain, Hugging Face Transformers, and OpenAI APIs.

10. Why is RAG evaluation important in production?
    It ensures system responses are grounded in retrieved data and reduces risk of misleading or false answers.

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

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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.

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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.