PyData Global 2022

Niranjan G S

Niranjan G S is a Manager at AI Labs Subex . His work at Subex revolves around the areas of Fraud detection in the telecommunication domain and democratizing AI by helping build HyperSense - No code platform for creating and deploying ML workflows. He was previously a Data scientist at Amazon where he built AI solutions for detecting fraud in ecommerce domain.

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Sessions

12-01
08:00
30min
Generate Actionable Counterfactuals using Multi-objective Particle Swarm Optimization
Niranjan G S, SHASHANK SHEKHAR

Counterfactual explanations (CFE) are methods that
explain a machine learning model by giving an alternate class prediction
of a data point with some minimal changes in its features.
In this talk, we describe a counterfactual (CF)
generation method based on particle swarm optimization (PSO) and how we can have greater control over the proximity and sparsity properties
over the generated CFs.

Talk Track I