Metika SikkainTowards Data ScienceThe Human Bias-Accuracy Trade-offUnderstanding how historical data can lead to algorithmic bias taking a naive example of a compensation prediction model9 min read·Feb 23, 2021----
Metika SikkainAnalytics in Action @ Columbia Business SchoolIncreasing Customer Lifetime Value IRL!A look into how we used Shopify & Google Analytics data to increase the Customer Lifetime Value for a Direct-to-consumer E-commerce…5 min read·Dec 13, 2020--1--1
Metika SikkainTowards Data ScienceHow can Videos be Used to Detect Your Personality?A time distributed deep bimodal approach to predict scores for Big-5 Personality traits based on videos from the First Impression Challenge7 min read·Aug 4, 2020--1--1
Metika SikkainTowards Data ScienceBalancing the Regularization Effect of Data AugmentationA look into the need to balance overfitting and underfitting with data augmentation using an application of Image segmentation on satellite7 min read·Jul 21, 2020--3--3
Metika SikkainTowards Data ScienceUsing Skip Connections To Enhance Denoising Autoencoder AlgorithmsComparing the denoising performance of Autoencoders with residual networks across the bottleneck to those without on a sample of RGB images8 min read·Jun 1, 2020--1--1
Metika SikkainTowards Data ScienceTraining Networks to Identify X-rays with PneumoniaA case for Transfer Learning6 min read·May 16, 2020----