AI and Machine Learning Algorithms have seamlessly integrated into our modern lives. They control our access to information and the way that we allocate resources. While these technologies hold the capacity to do tremendous good for humans, they can also exacerbate societal inequities and existing biases. Vivek will be dive into the ML Lifecycle and discuss how biases can seep into the development process at each step. Along the way, he will also share ways to mitigate these risks, with concrete examples of how your organisation can do this in practice when building your data products.