In this episode, Ammar Jawad, discusses the type of problems applied machine learning can solve for a product, as well as how machine learning can deliver personalised experiences. Ammar's final chapter reveals where to actually begin with learning machine learning as product people.

In this episode, Anand Lakshminarayan, discusses the core of what it is like to be an Enterprise Product Manager, drawing upon his experience at Microsoft and Checkr. Enterprise Product Management has different challenges and rewards than consumer products, and while you may find that consumer products are more exciting, think Spotify, Snapchat, Instagram, working on an Enterprise product is extremely fascinating as well. Aside from general Enterprise Product Management, Anand talks about what it is like to be a Product Manager at a startup vs. a large company, the exciting things happening in the background check space and his experience working with people across various disciplines.

In this episode, Paresh Vakhariya walks us through his journey from UX to Product Management and how he did it. Paresh also highlights his own product as a success story and provides tips on how to transition from UX to Product Management to anyone who is interested. 

In this episode, Tim Holley, discusses the different ways to test ideas, from 1:1 user interviews to A/B testing at scale. The speaker advises you to:
1. Define your goals, figure out whether you have sufficient projects to achieve them, and how you're going to validate your initiatives. 
2. Create your toolbox of ways to identify insights and validate ideas as effectively as possible. Add to this toolbox whenever you get the chance.
3. Be pragmatic when it comes to validating ideas. Different situations call for different types of testing so don’t get hung up on one way of doing things.