DataHour: Experiments with Interpretable Artificial Intelligence

DataHour: Experiments with Interpretable Artificial Intelligence

06 Feb 202313:02pm - 06 Feb 202314:02pm

DataHour: Experiments with Interpretable Artificial Intelligence

About the Event

“You cannot depend on an AI system if you don't understand it”

As we know that the current approaches to machine learning and artificial intelligence like deep learning are black boxes. These systems generate predictions completely based on calculations and with no explanations. So it becomes difficult for humans to understand the reason behind these predictions.

This DataHour, Shiladitya Banerjee will make you understand why a model makes a certain prediction. This will be a hands-on, code-along session extracting the important features, driving predictions, and providing insights into the underlying processes. In this DataHour, you will learn mainly about SHAP and LIME methods which will help decode "black box" ML models.


Prerequisites: 
A basic understanding of Python programming language and familiarity with Linear regression would be helpful.

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Who is this DataHour for?

  1. Best articles get published on Analytics Vidhya’s Blog Space
  2. Best articles get published on Analytics Vidhya’s Blog Space
  3. Best articles get published on Analytics Vidhya’s Blog Space

About the Speaker

Shiladitya Banerjee

Shiladitya Banerjee

Data Scientist at PhonePe

Shiladitya Banerjee is currently working as a Data Scientist at PhonePe, and has 9+ years of industry experience applying machine learning models in the digital advertising domain and currently in the Fintech domain. Before PhonePe, he has worked with several other organizations like- NVIDIA, Pubmatic and Walnut App. He completed his Master of Technology from IISs Bangalore in the year 2013 and his Bachelor of Engineering in the year 2010.

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