Specialised in human-centered design and human-computer interaction for explainable AI research & design
Bridging the gap between AI models and behaviour models to deliver explainable AI.
Research and design at
$100
Market size value of over $100 billion
67%
A survey conducted by PWC is 2017 with global CEO found that AI will impact negatively on stakeholder trust levels in their industry in the next five years.
60-85%
AI Failure rate
75%
Say trust is important in machine learning models. AI should be transparent, intuitive and easy for people to understand and comprehend.
Why does explainable AI matter? How to achieve explainability or interpretability?
Dr Anandhi Vivek Dhukaram
Although artificial intelligence has gained rapid traction, there is a shockingly low success rate due to various factors. Some of the factors leading to failures is bias, lack of transparency and accountability, making it difficult for the customers to understand and trust the system. Moreover, explainable AI helps you to build responsible AI. Hence much emphasis is made on understanding AI behaviour and designing ML models.
But, achieving explainability does not just only lie in the AI and ML models. We need to understand our customers behaviour to seamlessly integrate ML models with their rationale, goals, needs and wants using a human-centred design and human-computer interaction techniques.
I will help you to design strategy for bridging the gap between ML models and human behaviour models using state-of-the-art human-centered design and human-computer interaction techniques for translating AI and ML models into understandable and useful explanation interfaces for users.
Explainable AI collaboration
I can help you to ensure explainability and interpretability of AI and ML models by simplifying model evaluation using iterative human-centered and human-computer interaction techniques.
Explainable AI partner/ advisor
I will help you in creating a strategy for delivering explainable AI by understanding the training data, ML process, AI behaviour models, fairness and quality. I will also empower your team to evaluate model behaviour with human behaviour to bridge the gap and increase adoption.
Explainable AI research and design workshop
I can help you in conducting design thinking workshops with your stakeholders to quickly iterate prototypes to deliver interpretable & explainable AI models. I also use various techniques to gain behavioural insights such as human-centered & human-computer interaction.
My focus areas for explainable AI
I can help you deliver explainable AI in the following solution areas.
Predictive Analytics
Conversational AI
AI Process Automation
NLP & Text Analysis
AI Decision Support
AI Recommenders
Lets get started with Explainable AI
Here is how we can get started to accelerate innovation using human-centred design approaches for delivering explainable AI.
1. Contact me
Tell me about your company, AI model, and what you need to achieve.
2. Schedule a call
I will be in touch within 48 hours to schedule a call with you for further understanding and discuss.
3. Collaborate
We will collaborate to bridge the gap between AI model and human mental model.
Frequently Asked Questions
What is Explainable AI (XAI)?
Explainable AI focuses on two things: firstly, to produce explainable AI models and secondly to help humans understand and comprehend the outputs and results of AI and ML models/
What are the benefits of Explainable AI
- Build trust, accountability and confidence
- Achieve ROI
- Increase adoption
What locations do you serve?
I have worked for clients in the UK, India, Australia, Canada, Saudi Arabia, Africa, Europe and USA. I am happy to provide consultations remotely or hybrid across the globe.
What industries do you focus?
My focus is on complex systems such as healthcare, financial services, insurance, public sector, retail and education.
Artificial intelligence enquiry
Message me with a brief description of your vision and requirements. I will review your request and get back to you within one business day for a FREE 45-minute consultation. By submitting this form, you agree to receive communications from me, Dr Anandhi Vivek Dhukaram