• Understand Giskard’s purpose in AI quality and governance

• Install and configure Giskard with Python environments

• Audit models for bias, performance issues, and fairness gaps

• Generate adversarial test cases and validate robustness

• Write custom model tests using the Giskard SDK

• Use Giskard to test NLP models and tabular classifiers

• Explore model explainability and decision traces

• Identify vulnerabilities and assess risk levels

• Integrate Giskard with ML pipelines and MLOps workflows

• Prepare models for compliance, safety, and human review

Course Syllabus

1. Introduction to Ethical AI and Model Testing

2. What is Giskard? Overview and Use Cases

3. Installing Giskard: Local and Cloud Options

4. Exploring the Giskard Web UI and Python SDK

5. Automated Bias and Performance Testing

6. Generating and Reviewing Adversarial Examples

7. Writing Custom Tests and Evaluating Metrics

8. Testing Tabular Models for Fairness and Accuracy

9. NLP Model Validation with Giskard

10. Model Explainability and Traceability Tools

11. Integrating Giskard into CI/CD and MLOps

12. Case Study: Auditing a Sentiment Analysis Model

Upon successful completion of this course, you will receive a Uplatz Certificate of Completion validating your skills in ML model testing, validation, and bias auditing using Giskard. This certification confirms that you can confidently prepare models for ethical deployment by identifying issues related to fairness, safety, and performance. It is particularly valuable for professionals in data science, AI ethics, and quality assurance roles, signaling that you are equipped to meet the growing standards of AI governance.

As AI regulations tighten and public awareness of AI bias grows, organizations increasingly seek professionals who can ensure the trustworthiness of their models. Learning Giskard empowers you to step into high-impact roles focused on responsible AI.

You will be well-suited for roles like:

• Ethical AI Engineer

• Machine Learning QA Analyst

• Model Governance Specialist

• AI Fairness Auditor

• Responsible AI Consultant

• NLP Quality Assurance Engineer

These roles exist across sectors like banking, healthcare, HR tech, and public services—where fairness and explainability are not optional but required. With Giskard, you’ll be on the cutting edge of AI accountability.

1. What is Giskard used for?
   Giskard is used to test and audit machine learning models for bias, robustness, and performance issues.

2. How does Giskard help detect bias in ML models?
   It provides automated bias scans and allows the generation of test cases to evaluate model behavior across groups.

3. Can Giskard test both tabular and NLP models?
   Yes, Giskard supports both model types with tailored validation tools.

4. What are adversarial test cases in Giskard?
   These are intentionally difficult inputs designed to probe model weaknesses and robustness.

5. Is Giskard open-source?
   Yes, it is an open-source framework for AI testing and auditing.

6. How does Giskard integrate with CI/CD pipelines?
   It can be automated through its SDK and integrated into existing MLOps workflows.

7. What is the difference between Giskard and TruLens?
   Giskard focuses on structured testing and fairness auditing, while TruLens focuses on LLM evaluation and feedback metrics.

8. Can I write my own tests in Giskard?
   Yes, Giskard supports writing custom Python-based tests for specific model behaviors.

9. How does Giskard help with explainability?
   It provides tools to inspect model decisions and understand why a model made a prediction.

10. Why is model testing important in AI applications?
    It ensures reliability, fairness, and safety before deploying models that affect real-world outcomes.

 

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.
a) Choose your payment method.
b) Stripe for any Credit or debit card from anywhere in the world.
c) PayPal for payments via PayPal account.
d) Choose PayUmoney if you are based in India.
e) Start learning: After payment, your course will be added to your profile in the student dashboard under "Video Courses".

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.