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@beingamanforever

Aman Behera

@beingamanforever·Pune, India·Joined May 2026

the grass is greener on whichever side i'm on

About

GSoC '26 @gnu-octave | DS at HiLabs[dot]com | IIT Roorkee'26 | @vlgiitr & @acmiitr | ML | DL | AI

Available for

AI engineer roles | Data Scientist roles

Aman Behera's blogs

beingamanforeverbeingamanforever.hashnode.dev10 posts

About

GSoC '26 @gnu-octave | DS at HiLabs[dot]com | IIT Roorkee'26 | @vlgiitr & @acmiitr | ML | DL | AI

Available for

AI engineer roles | Data Scientist roles

Aman Behera's blogs

beingamanforeverbeingamanforever.hashnode.dev10 posts

Articles Comments1

Recently published

ABAman Beherainbeingamanforever.hashnode.dev·3d ago · 1 min read

GSoC 2026 Week 9: ANOVA Edge Cases and Review

This week focused on strengthening ANOVA behaviour for degenerate, categorical, and high-cardinality designs. I updated anova1 so designs without sufficient degrees of freedom, such as a single group

ABAman Beherainbeingamanforever.hashnode.dev·Jul 25 · 3 min read

GSoC 2026 / Week 8: NaN Handling and Interaction-Matrix Memory Cleanup

This week I continued the ANOVA performance and robustness work with two focused patches. The first patch updates anova2 NaN handling. Previously, anova2 rejected any input containing NaN. Since anova

ABAman Beherainbeingamanforever.hashnode.dev·Jul 18 · 2 min read

GSoC 2026 / Week 7: First ANOVA Performance Pass

This week I worked on the first performance pass for the ANOVA routines in the statistics package. The focus was deliberately narrow: improve two hot paths without changing the public interface or num

ABAman Beherainbeingamanforever.hashnode.dev·Jul 8 · 5 min read

GSoC 2026 / Week 6: predict(), effect sizes, and the LinearModel bridge

Week 6 is midterm week, so the goal was simple: finish the planned public API surface and make sure the ANOVA project is synced with Avanish's LinearModel project. Before writing this week's code, I r

ABAman Beherainbeingamanforever.hashnode.dev·Jul 8 · 4 min read

GSoC 2026 / Week 5: Diagnostic plots for the anova object

Hi again guys!!! Week 5 is the week where the plotting helper I added earlier stops being a placeholder and becomes a real public surface on the anova class. The short version: plotDiagnostics() now w