Explainable AI Course
What will I learn?
Unlock the potential of Explainable AI with our comprehensive course designed for technology professionals in India. Delve into machine learning models, with a focus on healthcare applications relevant to the Indian context. Master techniques like LIME and SHAP to develop transparent AI solutions tailored for India. Learn to preprocess data specific to Indian healthcare datasets, evaluate models using relevant metrics, and effectively communicate insights to non-technical stakeholders. Enhance your skills in documenting and visualizing model predictions, ensuring clarity and impact in your AI projects within the Indian ecosystem. Join us to become a leader in the future of AI innovation in India.
Apoia's Advantages
Develop skills
Enhance the development of the practical skills mentioned below
Master model training: Optimize and evaluate machine learning models effectively for Indian datasets and use cases.
Select datasets wisely: Identify and choose the best datasets relevant to Indian scenarios for your projects.
Preprocess data: Clean and prepare healthcare data, keeping in mind the nuances of Indian healthcare data, for accurate analysis.
Explain AI models: Use LIME and SHAP to make AI decisions transparent and understandable in the Indian context.
Communicate insights: Present complex data clearly to non-technical audiences, ensuring they understand the implications for India.
Suggested summary
Workload: between 4 and 360 hours
Before starting, you can modify the chapters and the workload.
- Choose which chapter to start with
- Add or remove chapters
- Increase or decrease the course workload
Examples of chapters you can add
You will be able to generate more chapters like the examples below
This is a free course, focused on personal and professional development. It is not equivalent to a technical, undergraduate, or postgraduate course, but provides practical and relevant knowledge for your professional journey.