Explainable AI (XAI) ensures transparency, trust, safety, and accountability in AI-driven decision systems. As governments and industries increasingly deploy AI for operations, compliance, service delivery, and risk analysis, decision-makers must understand the logic behind automated predictions. This learning suite equips participants with the conceptual, technical, and regulatory competencies to build, evaluate, and govern interpretable AI systems aligned with industry standards and responsible governance requirements.
- One-Week Certificate Courses
| Course Title | Duration | Mode | Key Learning Outcomes | Skills Gained | Assessment Type | Suggested Fee (INR/USD) | Industry Relevance |
| Intro to XAI in Business & Public Systems | 1 Week | Online | Core concepts; benefits; risks; trust-building | AI awareness | MCQ | ₹2,000 / $25 | Cross-sector |
| XAI Tools & Techniques Overview | 1 Week | Online | LIME, SHAP, rule-based explainers | Model interpretation | MCQ + Task | ₹2,000 / $25 | Analytics, tech |
| XAI for Public Service Delivery | 1 Week | Online | Explainability for benefits allocation, grievance | Transparency design | Case task | ₹2,000 / $25 | Governance |
| XAI for Risk & Compliance | 1 Week | Online | Explainability for risk scores; audit trails | Compliance workflows | Case | ₹2,000 / $25 | BFSI/regulatory |
| Ethical & Responsible AI Foundations | 1 Week | Online | Bias, harms, auditing principles | Ethical AI | MCQ | ₹2,000 / $25 | Public + private |
- Two-Week Certificate Courses
| Course Title | Duration | Mode | Key Learning Outcomes | Skills Gained | Assessment Type | Suggested Fee (INR/USD) | Industry Relevance |
| Applied XAI for Business Solutions | 2 Weeks | Online | Implement explainers; design dashboards | Interpretation tooling | Project | ₹3,500 / $40 | Tech, consulting |
| XAI for Policy & Regulatory Practice | 2 Weeks | Online | Design policy frameworks; audit protocols | AI governance | Case + project | ₹3,500 / $40 | Governance |
| Methods for Model Interpretability | 2 Weeks | Online | Post-hoc & intrinsic methods; trees vs LLMs | Model analysis | Project | ₹3,500 / $40 | Data science |
| XAI for Finance & Credit Scoring | 2 Weeks | Online | Scorecard explainability; audit frameworks | Risk analytics | Case | ₹3,500 / $40 | BFSI |
| XAI-Enabled Decision Audit | 2 Weeks | Online | Audit logs; fairness tests; model tracing | AI assurance | Project | ₹3,500 / $40 | Regulated industries |
- One-Month Certificate Courses
| Course Title | Duration | Mode | Key Learning Outcomes | Skills Gained | Assessment Type | Suggested Fee (INR/USD) | Industry Relevance |
| XAI for Industry Transformation | 1 Month | Online | Operate explainable workflows; business alignment | XAI design | Capstone | ₹6,000 / $70 | Multisector |
| Trustworthy AI Systems | 1 Month | Online | Safety, privacy, alignment, fairness | Trust-layer models | Project | ₹6,000 / $70 | Regulated sectors |
| XAI for Legal & Compliance Professionals | 1 Month | Online | Documentation; responsible deployment | Regulatory analysis | Case + Project | ₹6,000 / $70 | Gov & BFSI |
| XAI in Public Sector AI Programs | 1 Month | Online | Explainable grievance engines; auditability | Public AI | Project | ₹6,000 / $70 | Governance |
| XAI for Enterprise Data Science | 1 Month | Online | Deploying SHAP/LIME/ICE; reporting | Data debugging | Capstone | ₹6,000 / $70 | Data teams |
- Three-Month Certificate Courses
| Course Title | Duration | Mode | Key Learning Outcomes | Skills Gained | Assessment Type | Suggested Fee (INR/USD) | Industry Relevance |
| Advanced XAI Engineering | 3 Months | Online | Interpretable modelling; hybrid XAI | Model development | Capstone + Exam | ₹12,000 / $140 | Tech, AI |
| XAI for Governance, Public Sector Risk & Welfare | 3 Months | Online | Case-based deployments; grievance monitoring | Public AI design | Project | ₹12,000 / $140 | Public admin |
| XAI in Critical Infrastructure | 3 Months | Online | Safety checks; autonomous systems | Infrastructure safety | Project | ₹12,000 / $140 | Transport, utilities |
| Enterprise XAI Governance & Controls | 3 Months | Online | Policies; oversight; risk frameworks | Governance systems | Exam + Case | ₹12,000 / $140 | Enterprises |
| XAI in Healthcare & Clinical AI | 3 Months | Online | Clinical decision systems; validation | Medical AI | Capstone | ₹12,000 / $140 | Health sector |
- Six-Month Diploma Courses
| Course Title | Duration | Mode | Key Learning Outcomes | Skills Gained | Assessment Type | Suggested Fee (INR/USD) | Industry Relevance |
| Diploma in Explainable AI & Responsible Innovation | 6 Months | Online | Design, validate, deploy XAI; ethical risk | System governance | Dissertation + Capstone | ₹25,000 / $300 | Cross-sector |
| Diploma in XAI-Driven Governance & Regulation | 6 Months | Online | Risk scoring; certification; auditing | Public policy | Capstone | ₹25,000 / $300 | Government |
| Diploma in XAI Engineering for Industry 4.0 | 6 Months | Online | Industrial safety; autonomous systems | Safety modelling | Project | ₹25,000 / $300 | Smart industry |
| Diploma in XAI for BFSI Decision Systems | 6 Months | Online | Compliance; risk; model transparency | Financial analytics | Thesis + Capstone | ₹25,000 / $300 | BFSI |
| Diploma in Ethical AI for Social & Economic Development | 6 Months | Online | Frameworks; fairness; social AI | Ethical policy | Capstone | ₹25,000 / $300 | Gov + NGOs |
Common Features Across All Courses
- Self-paced learning
- Ideal for: graduates, policymakers, researchers, planners, professionals, NGOs, and development practitioners
- Real datasets; hands-on XAI toolkits
- Emphasis on fairness, safety, compliance
- Case studies from BFSI, healthcare, logistics, welfare systems
- National + global deployment models
- Guest lectures from GovTech & regulatory experts
- Pathways to advanced research & fellowships
- Portfolio-based evaluation
- Suitable for analysts, policymakers, technologists, legal experts