Takeaways
- Bias in AI is a reflection of societal bias
- Open-source is crucial for addressing misinformation
- AI as a tool for unleashing creativity and productivity
Insights
As a speaker, I shared that societal biases are reflected in AI, and we must acknowledge that. In my work with computer vision, it's clear that the biases in our society, such as gender stereotypes, can also be found in AI models. We can't expect AI to solve these deep-rooted societal problems, but we must be aware of them and strive to mitigate their impact on AI development.
Five years ago, when our team was working on a project, we had to manually label a large dataset. That experience, where I was defining the guidelines for others, really brought home the importance of the source of the data. The quality of the training data is crucial, and any biases present in it will inevitably be reflected in the AI model.
Open-source AI is the way to go for transparency and trust. I strongly believe in the power of open-source AI models. When users can see how the model is built and trained, and what data it's trained on, it promotes trust and allows for informed choices. Closed models, where the development process is hidden, can lead to suspicion and mistrust, especially when it comes to issues like misinformation. By working together and sharing knowledge, we can create AI systems that are more transparent, trustworthy, and aligned with our values.
Instead of replacing us, AI can free us to do what we do best. Many fear that AI will replace human jobs. However, my own experience suggests that AI should be seen as a tool to boost productivity and creativity. Back when I was a student running my own e-commerce site, I had to wear many hats, including photographer, programmer, and delivery person! Automating those repetitive tasks would have freed up more time and energy for connecting with customers and exploring new designs.
We need more brave entrepreneurs who are bold enough to bring their ideas to life. I love this quote from Dear Founders
The world needs more entrepreneurs to think of the new ideas to bold enough to think of the new ideas and brave enough to pursue them.
It's a call to action for all of us, especially women, to believe in ourselves and pursue our passions fearlessly.