hist_logs.md

osu-cse-5526-py3.12(⎈|lab6:group-mitglied) ~/Projects/osu/osu-cse-5526/ [master*] python lab2/main.py
Output size: 1
RBF bases: 2
Learning rate: 0.01
Epochs: 100
100%|█████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 2400.27it/s, Cost: 3.1287053524334083]
Prediction: [0.40713203], Actual: [0.81424812]
Prediction: [0.33637178], Actual: [0.30474263]
Prediction: [0.35794341], Actual: [0.62216807]
Prediction: [0.35664839], Actual: [0.60475082]
Prediction: [0.41243233], Actual: [0.78545457]
Prediction: [0.35785777], Actual: [0.22320059]
Prediction: [0.41132412], Actual: [0.57952728]
Prediction: [0.402238], Actual: [0.20145725]
Prediction: [0.40248465], Actual: [0.83682241]
Prediction: [0.40658153], Actual: [0.93057291]
Prediction: [0.38406754], Actual: [0.15119902]
Prediction: [0.4099458], Actual: [0.36768405]
Prediction: [0.40870796], Actual: [0.32753817]
Prediction: [0.40333631], Actual: [0.19267491]
Prediction: [0.38505049], Actual: [0.1378164]
Prediction: [0.3751164], Actual: [0.62886496]
Prediction: [0.41068107], Actual: [0.39818047]
Prediction: [0.40787897], Actual: [0.84620656]
Prediction: [0.39190008], Actual: [0.75280031]
Prediction: [0.41251536], Actual: [0.94415891]
Prediction: [0.35807343], Actual: [0.48337028]
Prediction: [0.41261251], Actual: [0.75155058]
Prediction: [0.41270987], Actual: [0.7862377]
Prediction: [0.3901501], Actual: [0.11158536]
Prediction: [0.35809793], Actual: [0.26046415]
Prediction: [0.36098076], Actual: [0.25370775]
Prediction: [0.385926], Actual: [0.71199647]
Prediction: [0.38369766], Actual: [0.19532309]
Prediction: [0.31847806], Actual: [0.48633502]
Prediction: [0.35379503], Actual: [0.47200869]
Prediction: [0.41065157], Actual: [0.83938333]
Prediction: [0.41066614], Actual: [0.4143758]
Prediction: [0.40133034], Actual: [0.07379579]
Prediction: [0.36384058], Actual: [0.66852326]
Prediction: [0.4036388], Actual: [0.79002572]
Prediction: [0.35589837], Actual: [0.62207821]
Prediction: [0.38674901], Actual: [0.08427303]
Prediction: [0.37046119], Actual: [0.16479175]
Prediction: [0.40998108], Actual: [0.36082574]
Prediction: [0.39246686], Actual: [0.01192576]
Prediction: [0.40347914], Actual: [0.7975331]
Prediction: [0.34376756], Actual: [0.20819664]
Prediction: [0.39285114], Actual: [0.14309981]
Prediction: [0.41001591], Actual: [0.41888404]
Prediction: [0.41269435], Actual: [0.82050443]
Prediction: [0.41109141], Actual: [0.47124856]
Prediction: [0.40337305], Actual: [0.13069997]
Prediction: [0.37726805], Actual: [0.10969844]
Prediction: [0.40153347], Actual: [0.79812288]
Prediction: [0.35750482], Actual: [0.55340575]
Prediction: [0.41191556], Actual: [0.59903757]
Prediction: [0.34356489], Actual: [0.36159576]
Prediction: [0.39169247], Actual: [0.16223921]
Prediction: [0.39599549], Actual: [0.81808604]
Prediction: [0.40957663], Actual: [0.82573632]
Prediction: [0.39275022], Actual: [0.86393833]
Prediction: [0.36122375], Actual: [0.46398166]
Prediction: [0.41266494], Actual: [0.74998065]
Prediction: [0.4053246], Actual: [0.14229598]
Prediction: [0.38903531], Actual: [0.69838312]
Prediction: [0.40234817], Actual: [0.85020615]
Prediction: [0.40789292], Actual: [0.27574924]
Prediction: [0.39258895], Actual: [0.8425352]
Prediction: [0.40948909], Actual: [0.9888786]
Prediction: [0.382541], Actual: [0.77111601]
Prediction: [0.39071548], Actual: [0.12101]
Prediction: [0.38521996], Actual: [0.12696378]
Prediction: [0.4112526], Actual: [0.4741128]
Prediction: [0.3310015], Actual: [0.36146451]
Prediction: [0.41141758], Actual: [0.5871454]
Prediction: [0.40876643], Actual: [0.32862307]
Prediction: [0.35661663], Actual: [0.48166733]
Prediction: [0.41230931], Actual: [0.66654679]
Prediction: [0.38147419], Actual: [0.13529026]
Prediction: [0.33257079], Actual: [0.46189321]
Perceptron
Weights:
[[0.1656668 ]
 [0.17117333]
 [0.20753068]]
Centroids:
[[0.72735585]
 [0.17586163]]
Spreads:
[0.27574711 0.27574711]
osu-cse-5526-py3.12(⎈|lab6:group-mitglied) ~/Projects/osu/osu-cse-5526/ [master*] python lab2/main.py --rbf_bases 4 
Output size: 1
RBF bases: 4
Learning rate: 0.01
Epochs: 100
100%|█████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 1370.62it/s, Cost: 5.8964814753445962]
Prediction: [0.44717434], Actual: [0.81424812]
Prediction: [0.75513076], Actual: [0.30474263]
Prediction: [0.41614763], Actual: [0.62216807]
Prediction: [0.41513558], Actual: [0.60475082]
Prediction: [0.44495342], Actual: [0.78545457]
Prediction: [0.76436238], Actual: [0.22320059]
Prediction: [0.47912286], Actual: [0.57952728]
Prediction: [0.64387516], Actual: [0.20145725]
Prediction: [0.44621529], Actual: [0.83682241]
Prediction: [0.44714219], Actual: [0.93057291]
Prediction: [0.73154815], Actual: [0.15119902]
Prediction: [0.53110173], Actual: [0.36768405]
Prediction: [0.56163513], Actual: [0.32753817]
Prediction: [0.63405782], Actual: [0.19267491]
Prediction: [0.72883871], Actual: [0.1378164]
Prediction: [0.42931554], Actual: [0.62886496]
Prediction: [0.50584967], Actual: [0.39818047]
Prediction: [0.44716931], Actual: [0.84620656]
Prediction: [0.44091699], Actual: [0.75280031]
Prediction: [0.44487038], Actual: [0.94415891]
Prediction: [0.41624916], Actual: [0.48337028]
Prediction: [0.4448039], Actual: [0.75155058]
Prediction: [0.44510872], Actual: [0.7862377]
Prediction: [0.71211684], Actual: [0.11158536]
Prediction: [0.76431805], Actual: [0.26046415]
Prediction: [0.76348952], Actual: [0.25370775]
Prediction: [0.43704977], Actual: [0.71199647]
Prediction: [0.73252954], Actual: [0.19532309]
Prediction: [0.73100353], Actual: [0.48633502]
Prediction: [0.41290173], Actual: [0.47200869]
Prediction: [0.44644927], Actual: [0.83938333]
Prediction: [0.50643395], Actual: [0.4143758]
Prediction: [0.65129014], Actual: [0.07379579]
Prediction: [0.42073414], Actual: [0.66852326]
Prediction: [0.44657629], Actual: [0.79002572]
Prediction: [0.41454888], Actual: [0.62207821]
Prediction: [0.72379058], Actual: [0.08427303]
Prediction: [0.75649049], Actual: [0.16479175]
Prediction: [0.53004246], Actual: [0.36082574]
Prediction: [0.70276892], Actual: [0.01192576]
Prediction: [0.44653028], Actual: [0.7975331]
Prediction: [0.76102104], Actual: [0.20819664]
Prediction: [0.70109279], Actual: [0.14309981]
Prediction: [0.52898327], Actual: [0.41888404]
Prediction: [0.44551517], Actual: [0.82050443]
Prediction: [0.48888156], Actual: [0.47124856]
Prediction: [0.63371141], Actual: [0.13069997]
Prediction: [0.7466326], Actual: [0.10969844]
Prediction: [0.44587251], Actual: [0.79812288]
Prediction: [0.41580503], Actual: [0.55340575]
Prediction: [0.45921962], Actual: [0.59903757]
Prediction: [0.76089479], Actual: [0.36159576]
Prediction: [0.70603393], Actual: [0.16223921]
Prediction: [0.44328133], Actual: [0.81808604]
Prediction: [0.44689188], Actual: [0.82573632]
Prediction: [0.44143088], Actual: [0.86393833]
Prediction: [0.41870415], Actual: [0.46398166]
Prediction: [0.44594813], Actual: [0.74998065]
Prediction: [0.61324427], Actual: [0.14229598]
Prediction: [0.43911285], Actual: [0.69838312]
Prediction: [0.44616847], Actual: [0.85020615]
Prediction: [0.57702185], Actual: [0.27574924]
Prediction: [0.44133423], Actual: [0.8425352]
Prediction: [0.44691728], Actual: [0.9888786]
Prediction: [0.43470672], Actual: [0.77111601]
Prediction: [0.7099493], Actual: [0.12101]
Prediction: [0.72835631], Actual: [0.12696378]
Prediction: [0.48207117], Actual: [0.4741128]
Prediction: [0.74928773], Actual: [0.36146451]
Prediction: [0.47539411], Actual: [0.5871454]
Prediction: [0.56041827], Actual: [0.32862307]
Prediction: [0.41511075], Actual: [0.48166733]
Prediction: [0.45101282], Actual: [0.66654679]
Prediction: [0.73801424], Actual: [0.13529026]
Prediction: [0.75112528], Actual: [0.46189321]
Perceptron
Weights:
[[ 0.16831553]
 [ 0.02772694]
 [-0.22458472]
 [ 0.56055862]
 [ 0.31384059]]
Centroids:
[[0.29978363]
 [0.09040515]
 [0.57938003]
 [0.83558891]]
Spreads:
[0.26346224 0.26346224 0.26346224 0.26346224]
osu-cse-5526-py3.12(⎈|lab6:group-mitglied) ~/Projects/osu/osu-cse-5526/ [master*] python lab2/main.py --rbf_bases 7
Output size: 1
RBF bases: 7
Learning rate: 0.01
Epochs: 100
100%|██████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 589.79it/s, Cost: 2.0577826846655327]
Prediction: [0.63577262], Actual: [0.81424812]
Prediction: [0.19944098], Actual: [0.30474263]
Prediction: [0.30827884], Actual: [0.62216807]
Prediction: [0.29839853], Actual: [0.60475082]
Prediction: [0.59957663], Actual: [0.78545457]
Prediction: [0.32075026], Actual: [0.22320059]
Prediction: [0.44985752], Actual: [0.57952728]
Prediction: [0.45034023], Actual: [0.20145725]
Prediction: [0.62011375], Actual: [0.83682241]
Prediction: [0.63471318], Actual: [0.93057291]
Prediction: [0.42836118], Actual: [0.15119902]
Prediction: [0.43169412], Actual: [0.36768405]
Prediction: [0.43456838], Actual: [0.32753817]
Prediction: [0.44890514], Actual: [0.19267491]
Prediction: [0.43107152], Actual: [0.1378164]
Prediction: [0.4383449], Actual: [0.62886496]
Prediction: [0.43475058], Actual: [0.39818047]
Prediction: [0.63667885], Actual: [0.84620656]
Prediction: [0.55832127], Actual: [0.75280031]
Prediction: [0.59508597], Actual: [0.94415891]
Prediction: [0.30927067], Actual: [0.48337028]
Prediction: [0.58777682], Actual: [0.75155058]
Prediction: [0.56709391], Actual: [0.7862377]
Prediction: [0.44291503], Actual: [0.11158536]
Prediction: [0.32197295], Actual: [0.26046415]
Prediction: [0.33637459], Actual: [0.25370775]
Prediction: [0.51724276], Actual: [0.71199647]
Prediction: [0.42730867], Actual: [0.19532309]
Prediction: [0.08476226], Actual: [0.48633502]
Prediction: [0.27662866], Actual: [0.47200869]
Prediction: [0.6307785], Actual: [0.83938333]
Prediction: [0.43459084], Actual: [0.4143758]
Prediction: [0.45118303], Actual: [0.07379579]
Prediction: [0.35321921], Actual: [0.66852326]
Prediction: [0.62513847], Actual: [0.79002572]
Prediction: [0.29267592], Actual: [0.62207821]
Prediction: [0.43544535], Actual: [0.08427303]
Prediction: [0.3797547], Actual: [0.16479175]
Prediction: [0.43169514], Actual: [0.36082574]
Prediction: [0.4468978], Actual: [0.01192576]
Prediction: [0.6244774], Actual: [0.7975331]
Prediction: [0.24359113], Actual: [0.20819664]
Prediction: [0.44746253], Actual: [0.14309981]
Prediction: [0.43170508], Actual: [0.41888404]
Prediction: [0.55769097], Actual: [0.82050443]
Prediction: [0.44218343], Actual: [0.47124856]
Prediction: [0.44884883], Actual: [0.13069997]
Prediction: [0.40642783], Actual: [0.10969844]
Prediction: [0.61559008], Actual: [0.79812288]
Prediction: [0.30493282], Actual: [0.55340575]
Prediction: [0.48154502], Actual: [0.59903757]
Prediction: [0.24241133], Actual: [0.36159576]
Prediction: [0.44567461], Actual: [0.16223921]
Prediction: [0.58455461], Actual: [0.81808604]
Prediction: [0.63548655], Actual: [0.82573632]
Prediction: [0.56392636], Actual: [0.86393833]
Prediction: [0.33329274], Actual: [0.46398166]
Prediction: [0.5505923], Actual: [0.74998065]
Prediction: [0.44502095], Actual: [0.14229598]
Prediction: [0.5389495], Actual: [0.69838312]
Prediction: [0.61948433], Actual: [0.85020615]
Prediction: [0.43737899], Actual: [0.27574924]
Prediction: [0.56286872], Actual: [0.8425352]
Prediction: [0.63569815], Actual: [0.9888786]
Prediction: [0.49300428], Actual: [0.77111601]
Prediction: [0.44397508], Actual: [0.12101]
Prediction: [0.4315258], Actual: [0.12696378]
Prediction: [0.44718969], Actual: [0.4741128]
Prediction: [0.16608563], Actual: [0.36146451]
Prediction: [0.4537605], Actual: [0.5871454]
Prediction: [0.4343733], Actual: [0.32862307]
Prediction: [0.29815623], Actual: [0.48166733]
Prediction: [0.51068532], Actual: [0.66654679]
Prediction: [0.42062305], Actual: [0.13529026]
Prediction: [0.17593672], Actual: [0.46189321]
Perceptron
Weights:
[[ 0.21801896]
 [ 0.14907295]
 [ 0.1279744 ]
 [ 0.80747373]
 [ 0.70973843]
 [ 0.1832953 ]
 [ 0.27916433]
 [-0.637474  ]]
Centroids:
[[0.50123916]
 [0.11492465]
 [0.35270209]
 [0.83558891]
 [0.21442398]
 [0.62910604]
 [0.01545834]]
Spreads:
[0.21918912 0.21918912 0.21918912 0.21918912 0.21918912 0.21918912
 0.21918912]
osu-cse-5526-py3.12(⎈|lab6:group-mitglied) ~/Projects/osu/osu-cse-5526/ [master*] python lab2/main.py --rbf_bases 11
Output size: 1
RBF bases: 11
Learning rate: 0.01
Epochs: 100
100%|██████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 551.70it/s, Cost: 4.1926143762413908]
Prediction: [1.15348857], Actual: [0.81424812]
Prediction: [-0.47408832], Actual: [0.30474263]
Prediction: [0.50778188], Actual: [0.62216807]
Prediction: [0.49482946], Actual: [0.60475082]
Prediction: [1.17079434], Actual: [0.78545457]
Prediction: [-0.33531307], Actual: [0.22320059]
Prediction: [0.75313103], Actual: [0.57952728]
Prediction: [0.24055371], Actual: [0.20145725]
Prediction: [1.08333075], Actual: [0.83682241]
Prediction: [1.14562384], Actual: [0.93057291]
Prediction: [-0.06395332], Actual: [0.15119902]
Prediction: [0.54494813], Actual: [0.36768405]
Prediction: [0.45670085], Actual: [0.32753817]
Prediction: [0.26723134], Actual: [0.19267491]
Prediction: [-0.05096905], Actual: [0.1378164]
Prediction: [0.69817928], Actual: [0.62886496]
Prediction: [0.63174027], Actual: [0.39818047]
Prediction: [1.16374117], Actual: [0.84620656]
Prediction: [0.92234346], Actual: [0.75280031]
Prediction: [1.16459061], Actual: [0.94415891]
Prediction: [0.50909243], Actual: [0.48337028]
Prediction: [1.15356024], Actual: [0.75155058]
Prediction: [1.11708537], Actual: [0.7862377]
Prediction: [0.02094882], Actual: [0.11158536]
Prediction: [-0.33337447], Actual: [0.26046415]
Prediction: [-0.30939475], Actual: [0.25370775]
Prediction: [0.83786577], Actual: [0.71199647]
Prediction: [-0.06877291], Actual: [0.19532309]
Prediction: [-0.54063291], Actual: [0.48633502]
Prediction: [0.46693283], Actual: [0.47200869]
Prediction: [1.19220438], Actual: [0.83938333]
Prediction: [0.62950761], Actual: [0.4143758]
Prediction: [0.21990388], Actual: [0.07379579]
Prediction: [0.56915], Actual: [0.66852326]
Prediction: [1.10123255], Actual: [0.79002572]
Prediction: [0.48741181], Actual: [0.62207821]
Prediction: [-0.02790133], Actual: [0.08427303]
Prediction: [-0.2208649], Actual: [0.16479175]
Prediction: [0.54826653], Actual: [0.36082574]
Prediction: [0.05657199], Actual: [0.01192576]
Prediction: [1.09876368], Actual: [0.7975331]
Prediction: [-0.43383446], Actual: [0.20819664]
Prediction: [0.0626915], Actual: [0.14309981]
Prediction: [0.55160737], Actual: [0.41888404]
Prediction: [1.09824136], Actual: [0.82050443]
Prediction: [0.70352718], Actual: [0.47124856]
Prediction: [0.26816081], Actual: [0.13069997]
Prediction: [-0.14727988], Actual: [0.10969844]
Prediction: [1.06852574], Actual: [0.79812288]
Prediction: [0.50337461], Actual: [0.55340575]
Prediction: [0.89170679], Actual: [0.59903757]
Prediction: [-0.43504012], Actual: [0.36159576]
Prediction: [0.04442927], Actual: [0.16223921]
Prediction: [0.98321366], Actual: [0.81808604]
Prediction: [1.1839509], Actual: [0.82573632]
Prediction: [0.93478885], Actual: [0.86393833]
Prediction: [0.54142699], Actual: [0.46398166]
Prediction: [1.08313772], Actual: [0.74998065]
Prediction: [0.32202662], Actual: [0.14229598]
Prediction: [0.88117712], Actual: [0.69838312]
Prediction: [1.08120784], Actual: [0.85020615]
Prediction: [0.4157174], Actual: [0.27574924]
Prediction: [0.93242], Actual: [0.8425352]
Prediction: [1.18306911], Actual: [0.9888786]
Prediction: [0.79233118], Actual: [0.77111601]
Prediction: [0.02945157], Actual: [0.12101]
Prediction: [-0.04870406], Actual: [0.12696378]
Prediction: [0.73730237], Actual: [0.4741128]
Prediction: [-0.49857821], Actual: [0.36146451]
Prediction: [0.77440969], Actual: [0.5871454]
Prediction: [0.46001197], Actual: [0.32862307]
Prediction: [0.49451413], Actual: [0.48166733]
Prediction: [0.98375063], Actual: [0.66654679]
Prediction: [-0.09701582], Actual: [0.13529026]
Prediction: [-0.49182849], Actual: [0.46189321]
Perceptron
Weights:
[[ 0.0068024 ]
 [ 0.00787376]
 [ 0.1188965 ]
 [ 0.68566859]
 [ 0.49868573]
 [ 0.07249914]
 [ 0.21996881]
 [-0.71697746]
 [-0.54408744]
 [ 0.85580498]
 [ 0.09863846]
 [-0.16156996]]
Centroids:
[[0.11492465]
 [0.67772527]
 [0.86306561]
 [0.21442398]
 [0.58859002]
 [0.01545834]
 [0.75320767]
 [0.939735  ]
 [0.50123916]
 [0.35270209]
 [0.78946361]]
Spreads:
[0.19705645 0.19705645 0.19705645 0.19705645 0.19705645 0.19705645
 0.19705645 0.19705645 0.19705645 0.19705645 0.19705645]
osu-cse-5526-py3.12(⎈|lab6:group-mitglied) ~/Projects/osu/osu-cse-5526/ [master*] python lab2/main.py --rbf_bases 16
Output size: 1
RBF bases: 16
Learning rate: 0.01
Epochs: 100
100%|██████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 351.16it/s, Cost: 1.8975520397736263]
Prediction: [0.97286565], Actual: [0.81424812]
Prediction: [-0.16030577], Actual: [0.30474263]
Prediction: [0.61693907], Actual: [0.62216807]
Prediction: [0.60991437], Actual: [0.60475082]
Prediction: [1.09170725], Actual: [0.78545457]
Prediction: [-0.12245674], Actual: [0.22320059]
Prediction: [0.63494196], Actual: [0.57952728]
Prediction: [0.01570739], Actual: [0.20145725]
Prediction: [0.90135782], Actual: [0.83682241]
Prediction: [0.96293309], Actual: [0.93057291]
Prediction: [-0.0763351], Actual: [0.15119902]
Prediction: [0.31775375], Actual: [0.36768405]
Prediction: [0.20114408], Actual: [0.32753817]
Prediction: [0.03098255], Actual: [0.19267491]
Prediction: [-0.07406871], Actual: [0.1378164]
Prediction: [0.70431275], Actual: [0.62886496]
Prediction: [0.4470969], Actual: [0.39818047]
Prediction: [0.98713254], Actual: [0.84620656]
Prediction: [0.80066574], Actual: [0.75280031]
Prediction: [1.09187911], Actual: [0.94415891]
Prediction: [0.61763926], Actual: [0.48337028]
Prediction: [1.09021076], Actual: [0.75155058]
Prediction: [1.07402408], Actual: [0.7862377]
Prediction: [-0.0601235], Actual: [0.11158536]
Prediction: [-0.12205629], Actual: [0.26046415]
Prediction: [-0.1172772], Actual: [0.25370775]
Prediction: [0.76196349], Actual: [0.71199647]
Prediction: [-0.07716219], Actual: [0.19532309]
Prediction: [-0.19460464], Actual: [0.48633502]
Prediction: [0.59409753], Actual: [0.47200869]
Prediction: [1.04948889], Actual: [0.83938333]
Prediction: [0.44366601], Actual: [0.4143758]
Prediction: [0.00507657], Actual: [0.07379579]
Prediction: [0.64787318], Actual: [0.66852326]
Prediction: [0.91681202], Actual: [0.79002572]
Prediction: [0.60580306], Actual: [0.62207821]
Prediction: [-0.06988218], Actual: [0.08427303]
Prediction: [-0.10167875], Actual: [0.16479175]
Prediction: [0.32249202], Actual: [0.36082574]
Prediction: [-0.05197819], Actual: [0.01192576]
Prediction: [0.91459673], Actual: [0.7975331]
Prediction: [-0.14680198], Actual: [0.20819664]
Prediction: [-0.0504705], Actual: [0.14309981]
Prediction: [0.32728336], Actual: [0.41888404]
Prediction: [1.06154328], Actual: [0.82050443]
Prediction: [0.5583969], Actual: [0.47124856]
Prediction: [0.03154802], Actual: [0.13069997]
Prediction: [-0.08993731], Actual: [0.10969844]
Prediction: [0.88952736], Actual: [0.79812288]
Prediction: [0.6145703], Actual: [0.55340575]
Prediction: [0.83625964], Actual: [0.59903757]
Prediction: [-0.1471655], Actual: [0.36159576]
Prediction: [-0.05487059], Actual: [0.16223921]
Prediction: [0.83300897], Actual: [0.81808604]
Prediction: [1.02341965], Actual: [0.82573632]
Prediction: [0.80689773], Actual: [0.86393833]
Prediction: [0.63434247], Actual: [0.46398166]
Prediction: [1.05008208], Actual: [0.74998065]
Prediction: [0.0684972], Actual: [0.14229598]
Prediction: [0.78113282], Actual: [0.69838312]
Prediction: [0.89961252], Actual: [0.85020615]
Prediction: [0.15450014], Actual: [0.27574924]
Prediction: [0.80569827], Actual: [0.8425352]
Prediction: [1.02140491], Actual: [0.9888786]
Prediction: [0.74280458], Actual: [0.77111601]
Prediction: [-0.05826984], Actual: [0.12101]
Prediction: [-0.0736672], Actual: [0.12696378]
Prediction: [0.6106509], Actual: [0.4741128]
Prediction: [-0.17039359], Actual: [0.36146451]
Prediction: [0.66730822], Actual: [0.5871454]
Prediction: [0.20514069], Actual: [0.32862307]
Prediction: [0.60974093], Actual: [0.48166733]
Prediction: [0.95179364], Actual: [0.66654679]
Prediction: [-0.08188184], Actual: [0.13529026]
Prediction: [-0.1674236], Actual: [0.46189321]
Perceptron
Weights:
[[ 0.08237385]
 [ 0.02492032]
 [ 0.09513233]
 [ 0.78627863]
 [ 0.5122553 ]
 [ 0.29654193]
 [ 0.03283255]
 [-0.8457889 ]
 [-0.36530498]
 [ 0.93761733]
 [ 0.11516523]
 [-0.23147732]
 [-0.09590562]
 [ 0.38747646]
 [ 0.4238385 ]
 [ 0.28499582]
 [-0.34559221]]
Centroids:
[[0.04925703]
 [0.60882375]
 [0.91714488]
 [0.01338199]
 [0.48960576]
 [0.68991708]
 [0.25415689]
 [0.50490607]
 [0.66959739]
 [0.34290183]
 [0.77912708]
 [0.18607823]
 [0.12185032]
 [0.22193397]
 [0.55596021]
 [0.42821093]]
Spreads:
[0.15976422 0.15976422 0.15976422 0.15976422 0.15976422 0.15976422
 0.15976422 0.15976422 0.15976422 0.15976422 0.15976422 0.15976422
 0.15976422 0.15976422 0.15976422 0.15976422]
osu-cse-5526-py3.12(⎈|lab6:group-mitglied) ~/Projects/osu/osu-cse-5526/ [master*] python lab2/main.py --learning_rate 0.02
Output size: 1
RBF bases: 2
Learning rate: 0.02
Epochs: 100
100%|█████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 2134.25it/s, Cost: 1.8013605444021639]
Prediction: [0.55647012], Actual: [0.81424812]
Prediction: [0.35366848], Actual: [0.30474263]
Prediction: [0.49920244], Actual: [0.62216807]
Prediction: [0.49727026], Actual: [0.60475082]
Prediction: [0.54285533], Actual: [0.78545457]
Prediction: [0.37156795], Actual: [0.22320059]
Prediction: [0.48467029], Actual: [0.57952728]
Prediction: [0.42510767], Actual: [0.20145725]
Prediction: [0.55524055], Actual: [0.83682241]
Prediction: [0.55653484], Actual: [0.93057291]
Prediction: [0.39730058], Actual: [0.15119902]
Prediction: [0.45915767], Actual: [0.36768405]
Prediction: [0.44860721], Actual: [0.32753817]
Prediction: [0.42778805], Actual: [0.19267491]
Prediction: [0.39844324], Actual: [0.1378164]
Prediction: [0.52401606], Actual: [0.62886496]
Prediction: [0.46975436], Actual: [0.39818047]
Prediction: [0.55624046], Actual: [0.84620656]
Prediction: [0.54554901], Actual: [0.75280031]
Prediction: [0.54147975], Actual: [0.94415891]
Prediction: [0.49939605], Actual: [0.48337028]
Prediction: [0.5392391], Actual: [0.75155058]
Prediction: [0.53282087], Actual: [0.7862377]
Prediction: [0.40477024], Actual: [0.11158536]
Prediction: [0.37177845], Actual: [0.26046415]
Prediction: [0.37432932], Actual: [0.25370775]
Prediction: [0.53838751], Actual: [0.71199647]
Prediction: [0.39687598], Actual: [0.19532309]
Prediction: [0.33968494], Actual: [0.48633502]
Prediction: [0.4929907], Actual: [0.47200869]
Prediction: [0.5528673], Actual: [0.83938333]
Prediction: [0.4694806], Actual: [0.4143758]
Prediction: [0.42307284], Actual: [0.07379579]
Prediction: [0.50790994], Actual: [0.66852326]
Prediction: [0.55584515], Actual: [0.79002572]
Prediction: [0.49614826], Actual: [0.62207821]
Prediction: [0.40047077], Actual: [0.08427303]
Prediction: [0.38309871], Actual: [0.16479175]
Prediction: [0.4595602], Actual: [0.36082574]
Prediction: [0.40792794], Actual: [0.01192576]
Prediction: [0.55577044], Actual: [0.7975331]
Prediction: [0.35965501], Actual: [0.20819664]
Prediction: [0.40847352], Actual: [0.14309981]
Prediction: [0.45996574], Actual: [0.41888404]
Prediction: [0.52983532], Actual: [0.82050443]
Prediction: [0.47856898], Actual: [0.47124856]
Prediction: [0.42788253], Actual: [0.13069997]
Prediction: [0.38988779], Actual: [0.10969844]
Prediction: [0.55464188], Actual: [0.79812288]
Prediction: [0.4985488], Actual: [0.55340575]
Prediction: [0.50187624], Actual: [0.59903757]
Prediction: [0.35948889], Actual: [0.36159576]
Prediction: [0.40684837], Actual: [0.16223921]
Prediction: [0.54991919], Actual: [0.81808604]
Prediction: [0.5548404], Actual: [0.82573632]
Prediction: [0.54649985], Actual: [0.86393833]
Prediction: [0.50406559], Actual: [0.46398166]
Prediction: [0.52754232], Actual: [0.74998065]
Prediction: [0.43348839], Actual: [0.14229598]
Prediction: [0.54220915], Actual: [0.69838312]
Prediction: [0.55515981], Actual: [0.85020615]
Prediction: [0.44385351], Actual: [0.27574924]
Prediction: [0.54632105], Actual: [0.8425352]
Prediction: [0.55495352], Actual: [0.9888786]
Prediction: [0.53404301], Actual: [0.77111601]
Prediction: [0.40552152], Actual: [0.12101]
Prediction: [0.39864242], Actual: [0.12696378]
Prediction: [0.48272214], Actual: [0.4741128]
Prediction: [0.34940648], Actual: [0.36146451]
Prediction: [0.48729192], Actual: [0.5871454]
Prediction: [0.44899611], Actual: [0.32862307]
Prediction: [0.4972228], Actual: [0.48166733]
Prediction: [0.51371308], Actual: [0.66654679]
Prediction: [0.39438042], Actual: [0.13529026]
Prediction: [0.35064533], Actual: [0.46189321]
Perceptron
Weights:
[[0.11677935]
 [0.27931395]
 [0.25924207]]
Centroids:
[[0.72735585]
 [0.17586163]]
Spreads:
[0.27574711 0.27574711]
osu-cse-5526-py3.12(⎈|lab6:group-mitglied) ~/Projects/osu/osu-cse-5526/ [master*] python lab2/main.py --rbf_bases 4 --learning_rate 0.02
Output size: 1
RBF bases: 4
Learning rate: 0.02
Epochs: 100
100%|█████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 1332.41it/s, Cost: 2.8418377357012279]
Prediction: [0.54265335], Actual: [0.81424812]
Prediction: [0.57315864], Actual: [0.30474263]
Prediction: [0.51449013], Actual: [0.62216807]
Prediction: [0.51268654], Actual: [0.60475082]
Prediction: [0.50039899], Actual: [0.78545457]
Prediction: [0.56996563], Actual: [0.22320059]
Prediction: [0.41774036], Actual: [0.57952728]
Prediction: [0.46992838], Actual: [0.20145725]
Prediction: [0.55037573], Actual: [0.83682241]
Prediction: [0.54407077], Actual: [0.93057291]
Prediction: [0.53408767], Actual: [0.15119902]
Prediction: [0.41769237], Actual: [0.36768405]
Prediction: [0.42738398], Actual: [0.32753817]
Prediction: [0.46390467], Actual: [0.19267491]
Prediction: [0.5317536], Actual: [0.1378164]
Prediction: [0.53644468], Actual: [0.62886496]
Prediction: [0.41400355], Actual: [0.39818047]
Prediction: [0.54039745], Actual: [0.84620656]
Prediction: [0.55103758], Actual: [0.75280031]
Prediction: [0.49734825], Actual: [0.94415891]
Prediction: [0.51467033], Actual: [0.48337028]
Prediction: [0.49253554], Actual: [0.75155058]
Prediction: [0.47965221], Actual: [0.7862377]
Prediction: [0.51801005], Actual: [0.11158536]
Prediction: [0.56981828], Actual: [0.26046415]
Prediction: [0.56783072], Actual: [0.25370775]
Prediction: [0.54712882], Actual: [0.71199647]
Prediction: [0.53494196], Actual: [0.19532309]
Prediction: [0.56298768], Actual: [0.48633502]
Prediction: [0.50866047], Actual: [0.47200869]
Prediction: [0.52627092], Actual: [0.83938333]
Prediction: [0.41402772], Actual: [0.4143758]
Prediction: [0.47462523], Actual: [0.07379579]
Prediction: [0.52248638], Actual: [0.66852326]
Prediction: [0.54917994], Actual: [0.79002572]
Prediction: [0.51163502], Actual: [0.62207821]
Prediction: [0.5274924], Actual: [0.08427303]
Prediction: [0.55819518], Actual: [0.16479175]
Prediction: [0.41744487], Actual: [0.36082574]
Prediction: [0.51073312], Actual: [0.01192576]
Prediction: [0.54936717], Actual: [0.7975331]
Prediction: [0.57414104], Actual: [0.20819664]
Prediction: [0.50945484], Actual: [0.14309981]
Prediction: [0.41720439], Actual: [0.41888404]
Prediction: [0.47405501], Actual: [0.82050443]
Prediction: [0.41506847], Actual: [0.47124856]
Prediction: [0.46369623], Actual: [0.13069997]
Prediction: [0.54788485], Actual: [0.10969844]
Prediction: [0.55111482], Actual: [0.79812288]
Prediction: [0.51388105], Actual: [0.55340575]
Prediction: [0.43243389], Actual: [0.59903757]
Prediction: [0.57414144], Actual: [0.36159576]
Prediction: [0.51324569], Actual: [0.16223921]
Prediction: [0.55234191], Actual: [0.81808604]
Prediction: [0.53324517], Actual: [0.82573632]
Prediction: [0.55141939], Actual: [0.86393833]
Prediction: [0.51898498], Actual: [0.46398166]
Prediction: [0.46991186], Actual: [0.74998065]
Prediction: [0.45189816], Actual: [0.14229598]
Prediction: [0.54940441], Actual: [0.69838312]
Prediction: [0.55049448], Actual: [0.85020615]
Prediction: [0.4337915], Actual: [0.27574924]
Prediction: [0.55135096], Actual: [0.8425352]
Prediction: [0.53370709], Actual: [0.9888786]
Prediction: [0.54418064], Actual: [0.77111601]
Prediction: [0.51629952], Actual: [0.12101]
Prediction: [0.53134163], Actual: [0.12696378]
Prediction: [0.41672709], Actual: [0.4741128]
Prediction: [0.57121802], Actual: [0.36146451]
Prediction: [0.41932975], Actual: [0.5871454]
Prediction: [0.4269157], Actual: [0.32862307]
Prediction: [0.51264212], Actual: [0.48166733]
Prediction: [0.44765473], Actual: [0.66654679]
Prediction: [0.53981304], Actual: [0.13529026]
Prediction: [0.57188782], Actual: [0.46189321]
Perceptron
Weights:
[[ 0.24694133]
 [ 0.1268679 ]
 [-0.28761028]
 [ 0.42305506]
 [ 0.28053182]]
Centroids:
[[0.29978363]
 [0.09040515]
 [0.57938003]
 [0.83558891]]
Spreads:
[0.26346224 0.26346224 0.26346224 0.26346224]
osu-cse-5526-py3.12(⎈|lab6:group-mitglied) ~/Projects/osu/osu-cse-5526/ [master*] python lab2/main.py --rbf_bases 7 --learning_rate 0.02
Output size: 1
RBF bases: 7
Learning rate: 0.02
Epochs: 100
100%|██████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 840.51it/s, Cost: 0.9726567956048909]
Prediction: [0.7900841], Actual: [0.81424812]
Prediction: [0.15031773], Actual: [0.30474263]
Prediction: [0.45838122], Actual: [0.62216807]
Prediction: [0.44745736], Actual: [0.60475082]
Prediction: [0.71514598], Actual: [0.78545457]
Prediction: [0.2613457], Actual: [0.22320059]
Prediction: [0.46459154], Actual: [0.57952728]
Prediction: [0.39060383], Actual: [0.20145725]
Prediction: [0.78279882], Actual: [0.83682241]
Prediction: [0.79043953], Actual: [0.93057291]
Prediction: [0.36089892], Actual: [0.15119902]
Prediction: [0.40840229], Actual: [0.36768405]
Prediction: [0.3975338], Actual: [0.32753817]
Prediction: [0.3910583], Actual: [0.19267491]
Prediction: [0.36353136], Actual: [0.1378164]
Prediction: [0.60040429], Actual: [0.62886496]
Prediction: [0.42662921], Actual: [0.39818047]
Prediction: [0.78878869], Actual: [0.84620656]
Prediction: [0.72590342], Actual: [0.75280031]
Prediction: [0.70785363], Actual: [0.94415891]
Prediction: [0.45947696], Actual: [0.48337028]
Prediction: [0.69608824], Actual: [0.75155058]
Prediction: [0.66318463], Actual: [0.7862377]
Prediction: [0.37549937], Actual: [0.11158536]
Prediction: [0.26246431], Actual: [0.26046415]
Prediction: [0.27564356], Actual: [0.25370775]
Prediction: [0.6839762], Actual: [0.71199647]
Prediction: [0.35988277], Actual: [0.19532309]
Prediction: [0.04501168], Actual: [0.48633502]
Prediction: [0.42333606], Actual: [0.47200869]
Prediction: [0.76977444], Actual: [0.83938333]
Prediction: [0.42606432], Actual: [0.4143758]
Prediction: [0.39014767], Actual: [0.07379579]
Prediction: [0.50786092], Actual: [0.66852326]
Prediction: [0.78634973], Actual: [0.79002572]
Prediction: [0.44112344], Actual: [0.62207821]
Prediction: [0.36784041], Actual: [0.08427303]
Prediction: [0.31544348], Actual: [0.16479175]
Prediction: [0.40895785], Actual: [0.36082574]
Prediction: [0.37992005], Actual: [0.01192576]
Prediction: [0.78591077], Actual: [0.7975331]
Prediction: [0.19075715], Actual: [0.20819664]
Prediction: [0.38058717], Actual: [0.14309981]
Prediction: [0.40952843], Actual: [0.41888404]
Prediction: [0.6482985], Actual: [0.82050443]
Prediction: [0.44740191], Actual: [0.47124856]
Prediction: [0.39107224], Actual: [0.13069997]
Prediction: [0.34014128], Actual: [0.10969844]
Prediction: [0.77928384], Actual: [0.79812288]
Prediction: [0.45468351], Actual: [0.55340575]
Prediction: [0.52404912], Actual: [0.59903757]
Prediction: [0.18967715], Actual: [0.36159576]
Prediction: [0.37851771], Actual: [0.16223921]
Prediction: [0.75155049], Actual: [0.81808604]
Prediction: [0.78086269], Actual: [0.82573632]
Prediction: [0.73148059], Actual: [0.86393833]
Prediction: [0.4859658], Actual: [0.46398166]
Prediction: [0.63705448], Actual: [0.74998065]
Prediction: [0.39184421], Actual: [0.14229598]
Prediction: [0.70633117], Actual: [0.69838312]
Prediction: [0.78232474], Actual: [0.85020615]
Prediction: [0.39474905], Actual: [0.27574924]
Prediction: [0.73043165], Actual: [0.8425352]
Prediction: [0.78150161], Actual: [0.9888786]
Prediction: [0.65862446], Actual: [0.77111601]
Prediction: [0.37664004], Actual: [0.12101]
Prediction: [0.36397507], Actual: [0.12696378]
Prediction: [0.45886368], Actual: [0.4741128]
Prediction: [0.11972938], Actual: [0.36146451]
Prediction: [0.47264205], Actual: [0.5871454]
Prediction: [0.39781471], Actual: [0.32862307]
Prediction: [0.44718927], Actual: [0.48166733]
Prediction: [0.57301798], Actual: [0.66654679]
Prediction: [0.35348965], Actual: [0.13529026]
Prediction: [0.1287667], Actual: [0.46189321]
Perceptron
Weights:
[[ 0.20700307]
 [ 0.20360512]
 [ 0.15804802]
 [ 0.75895063]
 [ 0.76182389]
 [ 0.13992054]
 [ 0.32671844]
 [-0.62595164]]
Centroids:
[[0.50123916]
 [0.11492465]
 [0.35270209]
 [0.83558891]
 [0.21442398]
 [0.62910604]
 [0.01545834]]
Spreads:
[0.21918912 0.21918912 0.21918912 0.21918912 0.21918912 0.21918912
 0.21918912]
osu-cse-5526-py3.12(⎈|lab6:group-mitglied) ~/Projects/osu/osu-cse-5526/ [master*] python lab2/main.py --rbf_bases 11 --learning_rate 0.02
Output size: 1
RBF bases: 11
Learning rate: 0.02
Epochs: 100
100%|██████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 552.47it/s, Cost: 2.1602385614709587]
Prediction: [0.99884017], Actual: [0.81424812]
Prediction: [-0.27735001], Actual: [0.30474263]
Prediction: [0.42120607], Actual: [0.62216807]
Prediction: [0.40966724], Actual: [0.60475082]
Prediction: [1.00992252], Actual: [0.78545457]
Prediction: [-0.13353292], Actual: [0.22320059]
Prediction: [0.65944417], Actual: [0.57952728]
Prediction: [0.32821547], Actual: [0.20145725]
Prediction: [0.93681895], Actual: [0.83682241]
Prediction: [0.99195393], Actual: [0.93057291]
Prediction: [0.10693587], Actual: [0.15119902]
Prediction: [0.51509225], Actual: [0.36768405]
Prediction: [0.46043205], Actual: [0.32753817]
Prediction: [0.34523246], Actual: [0.19267491]
Prediction: [0.1174162], Actual: [0.1378164]
Prediction: [0.59144797], Actual: [0.62886496]
Prediction: [0.57235268], Actual: [0.39818047]
Prediction: [1.00776773], Actual: [0.84620656]
Prediction: [0.79269653], Actual: [0.75280031]
Prediction: [1.00414793], Actual: [0.94415891]
Prediction: [0.42237395], Actual: [0.48337028]
Prediction: [0.99397467], Actual: [0.75155058]
Prediction: [0.96089507], Actual: [0.7862377]
Prediction: [0.17380372], Actual: [0.11158536]
Prediction: [-0.13165456], Actual: [0.26046415]
Prediction: [-0.10864369], Actual: [0.25370775]
Prediction: [0.71682658], Actual: [0.71199647]
Prediction: [0.10302255], Actual: [0.19532309]
Prediction: [-0.35994424], Actual: [0.48633502]
Prediction: [0.384838], Actual: [0.47200869]
Prediction: [1.03163455], Actual: [0.83938333]
Prediction: [0.570828], Actual: [0.4143758]
Prediction: [0.31481044], Actual: [0.07379579]
Prediction: [0.4759599], Actual: [0.66852326]
Prediction: [0.95273628], Actual: [0.79002572]
Prediction: [0.4030621], Actual: [0.62207821]
Prediction: [0.13581026], Actual: [0.08427303]
Prediction: [-0.02692934], Actual: [0.16479175]
Prediction: [0.51720943], Actual: [0.36082574]
Prediction: [0.20067808], Actual: [0.01192576]
Prediction: [0.95054364], Actual: [0.7975331]
Prediction: [-0.2332847], Actual: [0.20819664]
Prediction: [0.20522336], Actual: [0.14309981]
Prediction: [0.5193463], Actual: [0.41888404]
Prediction: [0.94405377], Actual: [0.82050443]
Prediction: [0.62287584], Actual: [0.47124856]
Prediction: [0.34581957], Actual: [0.13069997]
Prediction: [0.03751661], Actual: [0.10969844]
Prediction: [0.92362727], Actual: [0.79812288]
Prediction: [0.41727906], Actual: [0.55340575]
Prediction: [0.76800185], Actual: [0.59903757]
Prediction: [-0.23456884], Actual: [0.36159576]
Prediction: [0.19159699], Actual: [0.16223921]
Prediction: [0.84731227], Actual: [0.81808604]
Prediction: [1.02504357], Actual: [0.82573632]
Prediction: [0.80386901], Actual: [0.86393833]
Prediction: [0.4512086], Actual: [0.46398166]
Prediction: [0.93065777], Actual: [0.74998065]
Prediction: [0.37926699], Actual: [0.14229598]
Prediction: [0.7557287], Actual: [0.69838312]
Prediction: [0.93492877], Actual: [0.85020615]
Prediction: [0.43575861], Actual: [0.27574924]
Prediction: [0.80174262], Actual: [0.8425352]
Prediction: [1.02430731], Actual: [0.9888786]
Prediction: [0.67593308], Actual: [0.77111601]
Prediction: [0.18028241], Actual: [0.12101]
Prediction: [0.11923507], Actual: [0.12696378]
Prediction: [0.64763322], Actual: [0.4741128]
Prediction: [-0.30572727], Actual: [0.36146451]
Prediction: [0.67552452], Actual: [0.5871454]
Prediction: [0.46243784], Actual: [0.32862307]
Prediction: [0.40938641], Actual: [0.48166733]
Prediction: [0.84455733], Actual: [0.66654679]
Prediction: [0.0798389], Actual: [0.13529026]
Prediction: [-0.29775142], Actual: [0.46189321]
Perceptron
Weights:
[[-0.02634834]
 [ 0.01205639]
 [ 0.18747888]
 [ 0.63449091]
 [ 0.47038999]
 [ 0.05723613]
 [ 0.25439786]
 [-0.63985099]
 [-0.59478087]
 [ 0.79208014]
 [ 0.14644413]
 [-0.1554931 ]]
Centroids:
[[0.11492465]
 [0.67772527]
 [0.86306561]
 [0.21442398]
 [0.58859002]
 [0.01545834]
 [0.75320767]
 [0.939735  ]
 [0.50123916]
 [0.35270209]
 [0.78946361]]
Spreads:
[0.19705645 0.19705645 0.19705645 0.19705645 0.19705645 0.19705645
 0.19705645 0.19705645 0.19705645 0.19705645 0.19705645]
osu-cse-5526-py3.12(⎈|lab6:group-mitglied) ~/Projects/osu/osu-cse-5526/ [master*] python lab2/main.py --rbf_bases 16 --learning_rate 0.02
Output size: 1
RBF bases: 16
Learning rate: 0.02
Epochs: 100
100%|██████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 377.41it/s, Cost: 0.8424660160316988]
Prediction: [0.87225692], Actual: [0.81424812]
Prediction: [-0.02173119], Actual: [0.30474263]
Prediction: [0.58174118], Actual: [0.62216807]
Prediction: [0.57606913], Actual: [0.60475082]
Prediction: [0.99212734], Actual: [0.78545457]
Prediction: [0.03514479], Actual: [0.22320059]
Prediction: [0.61921975], Actual: [0.57952728]
Prediction: [0.14674826], Actual: [0.20145725]
Prediction: [0.80752716], Actual: [0.83682241]
Prediction: [0.86306462], Actual: [0.93057291]
Prediction: [0.08855159], Actual: [0.15119902]
Prediction: [0.36337583], Actual: [0.36768405]
Prediction: [0.27479644], Actual: [0.32753817]
Prediction: [0.15639718], Actual: [0.19267491]
Prediction: [0.09036492], Actual: [0.1378164]
Prediction: [0.6493785], Actual: [0.62886496]
Prediction: [0.46571106], Actual: [0.39818047]
Prediction: [0.88557557], Actual: [0.84620656]
Prediction: [0.72289527], Actual: [0.75280031]
Prediction: [0.99327959], Actual: [0.94415891]
Prediction: [0.58230458], Actual: [0.48337028]
Prediction: [0.99334686], Actual: [0.75155058]
Prediction: [0.98296348], Actual: [0.7862377]
Prediction: [0.10037325], Actual: [0.11158536]
Prediction: [0.03571646], Actual: [0.26046415]
Prediction: [0.04245139], Actual: [0.25370775]
Prediction: [0.69274404], Actual: [0.71199647]
Prediction: [0.08787335], Actual: [0.19532309]
Prediction: [-0.07513547], Actual: [0.48633502]
Prediction: [0.56316944], Actual: [0.47200869]
Prediction: [0.94569913], Actual: [0.83938333]
Prediction: [0.46295426], Actual: [0.4143758]
Prediction: [0.14015182], Actual: [0.07379579]
Prediction: [0.60628292], Actual: [0.66852326]
Prediction: [0.8212265], Actual: [0.79002572]
Prediction: [0.57273297], Actual: [0.62207821]
Prediction: [0.09355628], Actual: [0.08427303]
Prediction: [0.06290686], Actual: [0.16479175]
Prediction: [0.36705918], Actual: [0.36082574]
Prediction: [0.10562064], Actual: [0.01192576]
Prediction: [0.81925257], Actual: [0.7975331]
Prediction: [-0.00100425], Actual: [0.20819664]
Prediction: [0.10656358], Actual: [0.14309981]
Prediction: [0.37078951], Actual: [0.41888404]
Prediction: [0.97355884], Actual: [0.82050443]
Prediction: [0.55612487], Actual: [0.47124856]
Prediction: [0.15675823], Actual: [0.13069997]
Prediction: [0.07609365], Actual: [0.10969844]
Prediction: [0.79715513], Actual: [0.79812288]
Prediction: [0.57983254], Actual: [0.55340575]
Prediction: [0.78735151], Actual: [0.59903757]
Prediction: [-0.00155813], Actual: [0.36159576]
Prediction: [0.10379001], Actual: [0.16223921]
Prediction: [0.74912331], Actual: [0.81808604]
Prediction: [0.92012029], Actual: [0.82573632]
Prediction: [0.72787362], Actual: [0.86393833]
Prediction: [0.59563652], Actual: [0.46398166]
Prediction: [0.9646112], Actual: [0.74998065]
Prediction: [0.18091649], Actual: [0.14229598]
Prediction: [0.70752054], Actual: [0.69838312]
Prediction: [0.80599063], Actual: [0.85020615]
Prediction: [0.24074511], Actual: [0.27574924]
Prediction: [0.72691265], Actual: [0.8425352]
Prediction: [0.91817394], Actual: [0.9888786]
Prediction: [0.6782225], Actual: [0.77111601]
Prediction: [0.10159458], Actual: [0.12101]
Prediction: [0.09067957], Actual: [0.12696378]
Prediction: [0.59912965], Actual: [0.4741128]
Prediction: [-0.0373607], Actual: [0.36146451]
Prediction: [0.64607385], Actual: [0.5871454]
Prediction: [0.27775639], Actual: [0.32862307]
Prediction: [0.57592864], Actual: [0.48166733]
Prediction: [0.88412139], Actual: [0.66654679]
Prediction: [0.08381905], Actual: [0.13529026]
Prediction: [-0.03274976], Actual: [0.46189321]
Perceptron
Weights:
[[ 0.07203736]
 [ 0.03462906]
 [ 0.15508902]
 [ 0.77783528]
 [ 0.4957332 ]
 [ 0.32686295]
 [ 0.00599959]
 [-0.85950887]
 [-0.34011564]
 [ 0.90741068]
 [ 0.1653447 ]
 [-0.25253251]
 [-0.11131903]
 [ 0.36321872]
 [ 0.42084002]
 [ 0.2596422 ]
 [-0.3137918 ]]
Centroids:
[[0.04925703]
 [0.60882375]
 [0.91714488]
 [0.01338199]
 [0.48960576]
 [0.68991708]
 [0.25415689]
 [0.50490607]
 [0.66959739]
 [0.34290183]
 [0.77912708]
 [0.18607823]
 [0.12185032]
 [0.22193397]
 [0.55596021]
 [0.42821093]]
Spreads:
[0.15976422 0.15976422 0.15976422 0.15976422 0.15976422 0.15976422
 0.15976422 0.15976422 0.15976422 0.15976422 0.15976422 0.15976422
 0.15976422 0.15976422 0.15976422 0.15976422]