keerthik.dev

bgelo
Rating engine for board game night. Decomposes multiplayer results from BG Stats exports into pairwise Glicko matchups with confidence-weighted, complexity-scaled updates, and publishes a session-driven dashboard: rating trajectories, game weights, leaderboard, head-to-head records, and player–game affinity.
[stats] [blog]
dr.active
Developed a regression model using RDKit and scikit-learn's random forest to predict binding affinity (MAE) from SMILES string and target name with 70% accuracy. Subsequently implemented a Graph Neural Network to increase arruracy by 15%. Used Gradio to deploy interactive demo to web.
[demo] [code]
Ripple
Users join a local community, complete skill-based challenges with proof verification, and pass them forward to climb local leaderboards. Built for Minnehack 2025, we ranked 4th
[demo] [code]
GopherGuessr
Wrote frontend code for a UMN-based location guessing app using JSX, React, and Tailwind to implement leaderboards, user profiles, and gameplay loop UI.
[demo] [code]
BioScrolls
Fine-tuned BioBERT and relation extraction techniques to mine multilingual biomedical literature for neurological gene-disease-drug associations, building a time-indexed knowledge graph with key metrics such as entity frequency, relationship confidence, and trend analysis over time.
[demo] [code]
dr.optimus
Developed a drug optimization pipeline using Deep Q-Networks (DQN), where the agent modifies molecular structures represented as graphs using a Graph Neural Network (GNN)-based environment; evaluated optimization success using QED (Quantitative Estimate of Drug-likeness), binding affinity scores from docking simulations (e.g., AutoDock), and toxicity predictions generated by pre-trained classification models.
[demo] [code]
folduzz
Developed a deep convolutional generative adversarial neural network to predict protein folding.
[demo] [code]

                                        ,>=+:                                                       
                                       {c7984z"                                                     
                                      !2CX0ZY8\.                                                    
                                      /29YXXC4ol?!                                                  
                                      }157763v^"(|u/=^                                              
                                      <o35541v?   ,~l)x}=^                                          
                                      'fc333cur-      -!llf=!`                                      
                                       ~ny221ox|_        ,!?f|f+:.                                  
                                        =xoccyvj\_           ,!]z)l>_                               
                                         ?zuyyoj|}^              "+|n\(-_                           
                                          *jvuujti(?~,               ~?|n}}"'                       
                                           >rxvvnzrill\[:'               <}lu/]'                    
                                            ;iznnnzf|{<]ft)+^.               ?{jx?*.                
                                             _}rzxxzfi{^ ^<|xf\<^              '`{\rj=!:[//[^       
                                              .?ljzxzfl\>.   ~[fnf\~,              _:izfxvuuv=      
                                                ;)rjzzft)?,     _<\uuz]:`         ,!}juoc111o|      
                                                 ,{lfjjft|};.```````;/uc1l[=]})rxc4568897753z_      
                                 `:<[/ifxoc3678CJJQQYYYYYYYYXZXXXXXXX0ZZ0OZOZO0O000ZZXUQJ04(.       
                            ,+)z28LYZmwdkaoXNXMRRR##%%%%%%%%MMMM%%%%####M#MMXXEhabdqmOXC1/_         
                         '*f39JXOqdkoXNM%%MWBW&&&&@@@@$$$$$$$@@@@@&&&BWBMM##NNohbp09ct*,            
                        *u5LYZmqdkaaoEEXENXNXoEobdddddddkhhhhdpqwm000ULC053yvr)]<"                  
                       (28CY0OOmmOC5ur(]=>/x4oi*_       `?|trfrt|}~                                 
                      ?17LJYYYLj+'          .>\x1z/>`     ~(lrffti\*`                               
                      f38LLL93n+:.              '?\nui]^.  _{irffrl){^                              
                      x378863j!]z)l>:.              -?)nj)<,'=|trfft|\>                             
                      )c4553cz"  "+{zi(-_               :[|jl]*)trffri(*'                           
                      !u2442cn\.     ~?|n}}"'               !]|liilrfrl)],                          
                       \u122cuj*         <}lu/]'               _!{l)|rrt|}_                         
                       'tucccoxt+            ?{jx?*.              =itjffti/"                        
                        "tvoyouj|=             '`{\jx+<.           +lrfffti/`                       
                         _ixuoui)|*:'              '`\lzt<!         =trfffri]                       
                          ,)zvuvxrtit}+:               "^))t|~:      {trfffrl>                      
                           '}fxnvxjl\{/lr}=_               ;~lri]-,  ,lrrfffr(                      
                             =tzxnxjt(<`^[|zf]<`              '++zli]_/trjzzzr,                     
                              :)fzxzjt|[,  '~\rut[>.              '+=nfrznvvnj'                     
                               ,{tjzzjr|}:     ,[)nol]^            _=tnuyycco(                      
                                 <|rjjjri\+'       :/t1y|*_"-!={)ru134675652x,                      
                   _:>*]/)irjznooo256678987644333433788CJCQJQQYYYXUYYYQJC86i`                       
             ^=(fy60QUOmqdkhaaEXXXNNNNNRRRRRRRMMMMNNNMNNNXXXoohhbdpwm0UJ7l-                         
          !)o6LYZwpbhENNR#MMWBB&&&@@@@@$$$$$$$$@@@&&&BBWW%%#MXXakpq0Lci<.                           
        <x50QZOqbkaoXXNNRR####%#####%%%%#RRRRRRRRRMMMoaadm0JL5yx|]!`                                
      .\28JY0OwwqqwUL3yxrf208yl*;;;;;;;:<|tfjjfl)]^`.                                               
      [18LQUUUQc)<`        _>|ocx[~'     ,{itffrl){-                                                
      +48LCC05l"'              "=tvo|+:   .+|trfrt|/<.                                              
       ~luoz{=}jx?*.               :]lnj}!, -\lrffri(?,                                             
                .{\jx+<.              `~{tzi*~}irffrl|}-                                            
                   '`\lzt<!               `!\|fiilrffti\~                                           
                       "^))t|~:               _+/|i|lfti(<                                          
                           ;~llt|:,              ^\ltjfrl)+                                         
                               ;<zli]_'           _\tfffrt)<                                        
                                  '+=nl(?_'        ,)rrffft|~                                       
                                      `??nr}!`      "irfffft),                                      
                                          ^}/o)}!    <trfffft+                                      
                                              ^}/u)[".trrfjjf\                                      
                                                 ,<))xzc564yx|                                      
                                                    ']5JXZXC3]                                      
                                                     _oJX0XCz'                                      
                                                      .+)i(!