I am often asked to articulate some problems that people can start working on immediately and get some real world industry experience in artificial intelligence. The hard part for these situations is that the problem or a part of it should be meaningful to people with every level of technological…

Deterministic Behavior of Software has Come into Focus with AI. — Ada Lovelace spent more than a year thinking about the world’s first program. She published it in 1843. Since then, there have been many definitions of software and many characteristics that industry has generally accepted for good software — it should complete a specific task, it should not be fallible…

Income inequality is going to be only one part of it. — This is not a political writeup, but an enumeration of the factors that may entrepreneurs, businesses and individuals may find useful as they think about the next decade. Joe Biden will take over as the President of United States in 2021 after 80 million people voted for him. This is…

Traditional SaaS Business Models Don’t Work for most AI Startups — AI has been top of mind of the startup world for at least five years. …

The world of real estate is often thought to be a slow adopter of technology, relying more on handshakes and glib negotiations. Increasingly, this view is turning out to be a myth. Artificial intelligence is making the world of real estate to be more nimble and more efficient. …

No data science team is the same, which, by itself is not a problem. The trouble is that there is no real way to judge whether the role you are joining is going to catapult you for success or turn out to be the biggest mistake of your career. …

One of the key tasks of a product manager is to keep track of multiple workstreams related to their product or feature. A project manager, a division manager and many other business managers find themselves in similar situations from time to time. The Old Way A common tool to track progress of all…

While there are so many new advances in Natural Language Processing (NLP) making headlines these days, in truth artificial intelligence is far from the point it can carry rich human conversations. There are many challenges, but a big one is the ability to use lies effectively. Consider these three scenarios: 1. Understanding Lies …

If AI were to wipe out humans in the future, the following would have to be true. 1. AI will have to develop Free Will. Free Will is a deeply philosophical concept that no Medium post can really do justice to. To discuss whether humans have Free Will takes tomes. For AI, though, we can pose a simple…