+44 7459 302492
support@uplatz.com
4.7 (2 reviews)
( 10 Students )
( 10 Students )
IBM AI Explainability 360 (AIX360)
Master IBM AI Explainability 360 to build transparent, trustworthy AI models and learn techniques to interpret and explain machine learning decisions.
Course Duration: 10 Hours
Preview IBM AI Explainability 360 (AIX360) course
Price Match Guarantee Full Lifetime Access Access on any Device Technical Support Secure Checkout Course Completion Certificate
90% Started a new career
BUY THIS COURSE (USD 17 USD 41 )-
81% Got a pay increase and promotion
Trending
Cutting-edge
Great Value
Coming Soon
Students also bought -
-
- Artificial Intelligence, Data Science, and Machine Learning with Python
- 52 Hours
- USD 17
- 5867 Learners
-
- GenAI-Enhanced Ethical Hacking
- 10 Hours
- USD 17
- 10 Learners
-
- Generative AI
- 10 Hours
- USD 17
- 10 Learners
IBM AI Explainability 360 – Interpretable AI and Trustworthy Machine Learning – Online Course
IBM AI Explainability 360 (AIX360): Interpretable AI and Trustworthy Machine Learning is a comprehensive, hands-on course designed for data scientists, AI engineers, ML researchers, and compliance professionals seeking to understand, interpret, and explain the behavior of AI/ML models. This course focuses on using IBM's AIX360 open-source toolkit to build transparent, explainable, and accountable AI systems.
AI is increasingly used in critical decision-making across finance, healthcare, HR, and legal domains. However, black-box models pose risks in trust, ethics, and compliance. IBM AI Explainability 360 (AIX360) addresses these challenges by providing algorithms, metrics, and visualizations to help both data scientists and non-technical stakeholders understand AI outputs.
This course covers global and local explainability methods, interpretable model design, visualization techniques, fairness considerations, and regulatory compliance (e.g., GDPR, CCPA). Through real-world examples, you’ll learn to integrate AIX360 with popular ML frameworks like Scikit-learn, TensorFlow, and PyTorch and apply explainability techniques across classification, regression, and NLP models.
How to Use This Course
- Understand explainability fundamentals: Learn why AI interpretability is critical for trust and compliance.
- Hands-on toolkit usage: Implement AIX360 algorithms like LIME, SHAP, and contrastive explanations with Python.
- Apply global and local methods: Explain overall model behavior and individual predictions effectively.
- Visualize explanations: Use charts and visual outputs to communicate AI reasoning to business users.
- Align with compliance standards: Apply explainability techniques aligned with ethical and regulatory requirements.
By the end of this course, you will be proficient in explaining AI decisions, improving stakeholder trust, and integrating explainability into AI governance frameworks.
Course/Topic 1 - Coming Soon
-
The videos for this course are being recorded freshly and should be available in a few days. Please contact info@uplatz.com to know the exact date of the release of this course.
Course Objectives Back to Top
By the end of this course, you will be able to:
-
Understand the concepts of AI explainability, interpretability, and trustworthiness.
-
Install and use IBM AI Explainability 360 (AIX360) in Python environments.
-
Implement local and global explainability techniques (e.g., LIME, SHAP).
-
Generate model explanations for tabular, image, and text data.
-
Compare black-box vs. interpretable models (e.g., decision trees, rule-based systems).
-
Visualize explanations for business-friendly interpretation.
-
Evaluate trade-offs between accuracy, fairness, and explainability.
-
Integrate AIX360 with ML frameworks like Scikit-learn, TensorFlow, and PyTorch.
-
Build explainable AI workflows to meet compliance and ethical AI standards.
-
Apply AIX360 in real-world domains like finance, HR, and healthcare.
Course Syllabus Back to Top
Course Syllabus
Module 1: Introduction to Explainable AI
- Why AI Explainability Matters
- Risks of Black-Box Models
- Regulatory Drivers (GDPR, CCPA, AI Act)
Module 2: IBM AI Explainability 360 Overview
- What is AIX360?
- Architecture and Components of the Toolkit
- Supported Algorithms and Metrics
Module 3: Setting up AIX360
- Installation in Python (Pip/Conda)
- Integration with ML Libraries (Scikit-learn, TensorFlow, PyTorch)
- Running Example Notebooks
Module 4: Global Explainability Techniques
- Rule-based Models (CART, Bayesian Rule Lists)
- Feature Importance and Visualization
- Surrogate Models for Black-Box Explanation
Module 5: Local Explainability Techniques
- LIME (Local Interpretable Model-Agnostic Explanations)
- SHAP (SHapley Additive exPlanations)
- Contrastive and Counterfactual Explanations
Module 6: Visualizing Explanations
- Visualization Tools for Non-Technical Users
- Dashboards for Feature Attribution
- Case-Based Reasoning and Example-Based Explanations
Module 7: NLP and Text Explainability
- Explaining Text Classification Models
- Word Importance Visualization
Module 8: Image and Deep Learning Explainability
- Saliency Maps and Grad-CAM
- Explaining CNN Models
Module 9: Fairness and Trust in AI
- Balancing Explainability and Fairness
- Bias Detection and Mitigation with AIF360
- Trustworthy AI Governance
Module 10: Real-World Applications
- Credit Risk Scoring Explanations
- Healthcare AI Explainability (Diagnosis Models)
- HR and Hiring Model Transparency
Module 11: Advanced Topics
- Trade-offs between Accuracy and Explainability
- Interpretable Neural Networks
- Explainability in Reinforcement Learning
Module 12: Project-Based Learning
- Building an Explainable Loan Approval Model
- Explaining Sentiment Analysis Predictions
- Dashboard for Explainable AI in Healthcare
Module 13: Interview Preparation
-
Key Questions and Case-Based Scenarios
Certification Back to Top
Upon completion, you will earn a Certificate of Completion in IBM AI Explainability 360 (AIX360) from Uplatz. This certification validates your expertise in implementing interpretable AI models, explaining ML predictions, and applying AIX360 techniques in real-world contexts. It demonstrates your readiness for roles in AI governance, ethical AI development, and regulatory compliance.
Career & Jobs Back to Top
AI explainability is now a critical skill in regulated industries such as finance, healthcare, government, and HR tech. With ethical AI and compliance becoming central, demand is growing for professionals skilled in tools like AIX360. Career paths include:
- AI/ML Engineer (Explainability Focus)
- Responsible AI Specialist
- Data Scientist (Trustworthy AI)
- AI Ethics and Governance Analyst
- Compliance and Risk Data Engineer
- AI Policy and Regulatory Consultant
Companies such as IBM, Deloitte, PwC, Mastercard, healthcare providers, and fintechs actively hire for explainable AI expertise to ensure trustworthy, auditable models in decision-critical environments.
Interview Questions Back to Top
1. What is IBM AI Explainability 360 (AIX360)?
It is an open-source Python toolkit by IBM that provides algorithms and metrics to make AI and ML models interpretable and explainable.
It is an open-source Python toolkit by IBM that provides algorithms and metrics to make AI and ML models interpretable and explainable.
2. Why is AI explainability important?
It builds trust, meets regulatory requirements, and helps stakeholders understand and validate AI-driven decisions.
It builds trust, meets regulatory requirements, and helps stakeholders understand and validate AI-driven decisions.
3. What is the difference between local and global explainability?
Local explainability explains individual predictions, while global explainability interprets overall model behavior.
Local explainability explains individual predictions, while global explainability interprets overall model behavior.
4. How do LIME and SHAP differ?
LIME uses local linear approximations, while SHAP leverages Shapley values from cooperative game theory for consistent attribution.
LIME uses local linear approximations, while SHAP leverages Shapley values from cooperative game theory for consistent attribution.
5. Can AIX360 be integrated with TensorFlow or PyTorch?
Yes, AIX360 works with major ML frameworks and can explain both classical and deep learning models.
Yes, AIX360 works with major ML frameworks and can explain both classical and deep learning models.
6. What are surrogate models in explainability?
Surrogate models are interpretable models trained to approximate black-box models to understand their behavior.
Surrogate models are interpretable models trained to approximate black-box models to understand their behavior.
7. How does explainability relate to AI fairness?
Explainability helps detect biases in model decisions and provides transparency for bias mitigation strategies.
Explainability helps detect biases in model decisions and provides transparency for bias mitigation strategies.
8. What visualizations does AIX360 provide?
It offers feature importance plots, saliency maps, contrastive explanations, and dashboards to interpret results.
It offers feature importance plots, saliency maps, contrastive explanations, and dashboards to interpret results.
9. What industries benefit most from explainable AI?
Finance, healthcare, HR, legal, and any regulated industry that requires auditable AI decisions.
Finance, healthcare, HR, legal, and any regulated industry that requires auditable AI decisions.
10. What are limitations of AI explainability methods?
Trade-offs exist between model performance and interpretability, and some methods may oversimplify complex models.
Trade-offs exist between model performance and interpretability, and some methods may oversimplify complex models.
Course Quiz Back to Top
FAQs
Back to Top
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.