
Abhay Kulkarni
Apr 17, 20201 min read
Test AI with known data
So the data science is done, programming completed and the prediction API ready. It might also give you an estimate of expected accuracy...

Disclaimer: All content posted in my blogs and on my website are my thoughts, and do not represent the opinion of any organization that I work for or have been associated with.

So the data science is done, programming completed and the prediction API ready. It might also give you an estimate of expected accuracy...

My previous post was about selecting a meaningful training dataset. How do you know that the dataset once selected is good? Let me offer...

Supervised learning needs a training dataset to learn from. It is important to understand the nuances though. A meaningful training...

So how will you measure success of AI? As you start planning your AI implementation, ensure that there is enough thought given to it’s...

If Business Process Re-engineering (BPR) is new to you, here is a quick summary. Michael Hammer and James Champy were proponents of BPR...

He who never had a destination in mind often wandered. It is important to have a highly desired “to-be” state of AI. This state would be...

Implementing AI brings in change. I would broadly classify AI related changes into three types. The most obvious relates to processes....

As AI becomes mainstream, you can expect a lot of uptake of AI across multiple use cases in your organization. It is not unusual to find...

The role of envisioning and documenting “to-be” state for your application’s UX in an AI implementation is extremely important. At a very...

There is always an art of the possible. Possibilities exists in every discipline. Sure AI can do wonders to your processes or products....

So let’s say you are tasked with an AI implementation. The use case is known. There is a good understanding of people and processes...

It’s simple. Prediction rules learn from past data. If your data is bad, so will your prediction rule be. What then makes data bad? A few...

A common hurdle in implementation of AI is not whether AI works as needed, but the fear of unknown. These fears range from “I need to...

Our evolution as humans has followed a certain path. We were first very instinctive. Just like a primal instinct would suggest, the cave...

Where do I start when asked to add AI to my product or process? The first choice you make is an important one. AI can be implemented in...

Look around. Every one talks about AI. AI as a killer, AI as a savior, AI as an enabler. Whatever the expectations from AI may be, how...

The views expressed on this blog are my own and do not necessarily reflect the views of any organization that I have worked with. As is...

The views expressed on this blog are my own and do not necessarily reflect the views of any organization that I have worked with. Legal...

The views expressed on this blog are my own and do not necessarily reflect the views of any organization that I have worked with....