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| # Data Mining from scratch backend | |
| Currently living [here](https://data-mining-from-scratch-backend.onrender.com/) | |
| ### Example Useage | |
| ```python | |
| import requests | |
| import json | |
| request_params = { | |
| "algorithm": "neural-network", | |
| "arguments": { | |
| "epochs": 20, | |
| "activation_func": "tanh", | |
| "hidden_size": 12, | |
| "learning_rate": 0.1 | |
| } | |
| } | |
| headers = { | |
| "Content-Type": "application/json", | |
| } | |
| r = requests.post( | |
| "https://data-mining-from-scratch-backend.onrender.com/", | |
| headers=headers, | |
| data=json.dumps(request_params), | |
| ) | |
| model_data = r.json() | |
| print(model_data) | |
| ``` | |
| ```json | |
| { | |
| "activation_func": "tanh", | |
| "b1": [ | |
| [ | |
| 602.2458551757542, | |
| -683.446253227002, | |
| 650.3183189757099, | |
| -523.2155000337558, | |
| 609.3366256008726, | |
| 639.2267460958211, | |
| 695.2165647208506, | |
| -606.7936305551088, | |
| 657.4012435144655, | |
| 711.4633443525767, | |
| -471.4445655803913, | |
| -630.9028119023186 | |
| ] | |
| ], | |
| "b2": [ | |
| [ | |
| 67.47031899621929 | |
| ] | |
| ], | |
| "epochs": 20, | |
| "func_prime": "tanh_prime", | |
| "hidden_size": 12, | |
| "learning_rate": 0.1, | |
| "loss_history": [ | |
| 7.461892920397806, | |
| 3.5105095887100286, | |
| 3.3859446278971737, | |
| 3.4806412166759375, | |
| 3.371428625854261, | |
| 3.4857142857142858, | |
| 3.3714285714285714, | |
| 3.48730595787098, | |
| 3.485714285485333, | |
| 3.3714285714285714, | |
| 3.4857142857142858, | |
| 3.4857142857142858, | |
| 3.4857142857142858, | |
| 3.3714285714285714, | |
| 3.5428571428571427, | |
| 3.4857142857142858, | |
| 3.485714285632444, | |
| 3.3714285714285714, | |
| 3.4857142857142858, | |
| 3.4857142857142858 | |
| ], | |
| "mse": 4.366666666666666, | |
| "w1": [ | |
| [ | |
| 207.21370782767613, | |
| -234.36758639516955, | |
| 223.138392823433, | |
| -181.15547589171842, | |
| 209.25701811587953, | |
| 212.01236197395147, | |
| 222.77599062157392, | |
| -209.86998324411556, | |
| 223.21606629672203, | |
| 240.23438173347404, | |
| -152.44942030486683, | |
| -204.9225317835803 | |
| ], | |
| [ | |
| 229.63220261470508, | |
| -263.50359108398936, | |
| 248.70108057424608, | |
| -200.62149189864414, | |
| 233.2719960712533, | |
| 244.95992976697852, | |
| 264.002073506371, | |
| -233.06264745543191, | |
| 250.09188502741318, | |
| 272.63944378494415, | |
| -182.2009679976884, | |
| -240.4510248021291 | |
| ], | |
| [ | |
| 138.18702051907664, | |
| -156.58749787870684, | |
| 147.69195397715987, | |
| -119.38899990797744, | |
| 139.13330931089936, | |
| 148.72414234071377, | |
| 160.8962313494786, | |
| -138.41372650228243, | |
| 152.08258913831452, | |
| 162.33017016825823, | |
| -107.55668307217107, | |
| -145.40927349021786 | |
| ], | |
| [ | |
| 80.41290811507756, | |
| -90.13436061161102, | |
| 84.13085847223971, | |
| -68.30212833885442, | |
| 79.47595245611743, | |
| 83.21680900863142, | |
| 86.27896789463828, | |
| -80.74680560543842, | |
| 83.83413687806267, | |
| 90.56585130892569, | |
| -57.458134412543025, | |
| -80.8434826355516 | |
| ], | |
| [ | |
| 81.11703964929961, | |
| -92.44245617525553, | |
| 88.49474524464306, | |
| -72.04388326457483, | |
| 82.98034898452103, | |
| 81.15849551944248, | |
| 85.2116748195986, | |
| -83.20067331132182, | |
| 86.0305118859619, | |
| 93.16829004526869, | |
| -56.72096416244479, | |
| -77.60518356776531 | |
| ], | |
| [ | |
| -1.2378552385524266, | |
| 1.0036304366192623, | |
| -1.6090159995321964, | |
| 2.0394495973086006, | |
| -2.0180183762339814, | |
| -1.3873816606742801, | |
| -1.0921076991064267, | |
| 1.4708199557617438, | |
| -1.5610521257407746, | |
| -1.9666673209706442, | |
| 1.9076517668995745, | |
| -1.040341749903375 | |
| ], | |
| [ | |
| -140.07549569653207, | |
| 159.79258368372882, | |
| -151.127437087266, | |
| 121.71130403554734, | |
| -141.38828696302818, | |
| -150.83274265279388, | |
| -164.8700178408228, | |
| 140.14741802182937, | |
| -155.16546152004372, | |
| -166.64050877887058, | |
| 112.77911212222166, | |
| 148.51991496622043 | |
| ], | |
| [ | |
| -192.41268009408034, | |
| 220.8347733584644, | |
| -210.0422475439458, | |
| 167.97957633446296, | |
| -195.6193849250513, | |
| -202.8005919557673, | |
| -216.60363528226284, | |
| 195.88577794127278, | |
| -207.56261064595896, | |
| -225.72144673652377, | |
| 143.59365538519984, | |
| 197.0929821983936 | |
| ], | |
| [ | |
| -28.16557705608608, | |
| 33.10058982579867, | |
| -30.42362586778765, | |
| 25.463967855559, | |
| -30.037162594547162, | |
| -27.1780221951157, | |
| -29.012190600654534, | |
| 29.46055196419518, | |
| -28.545992349262605, | |
| -30.547444878206573, | |
| 14.326183936375225, | |
| 22.847682776553654 | |
| ], | |
| [ | |
| -52.927836819688835, | |
| 59.928298086414046, | |
| -57.63233394130635, | |
| 45.77995718777185, | |
| -52.10930825304532, | |
| -54.41806454664905, | |
| -56.50225247051461, | |
| 52.78060231673277, | |
| -54.86575873235864, | |
| -60.2703962373473, | |
| 39.00509354075285, | |
| 50.7498660995501 | |
| ] | |
| ], | |
| "w2": [ | |
| [ | |
| 52.018661530077026 | |
| ], | |
| [ | |
| -55.44086180940142 | |
| ], | |
| [ | |
| 54.045741372334284 | |
| ], | |
| [ | |
| -48.61944689242345 | |
| ], | |
| [ | |
| 52.311190899741064 | |
| ], | |
| [ | |
| 55.50646368409345 | |
| ], | |
| [ | |
| 56.132466993080044 | |
| ], | |
| [ | |
| -52.31844356040513 | |
| ], | |
| [ | |
| 55.59854459451529 | |
| ], | |
| [ | |
| 58.05680177825883 | |
| ], | |
| [ | |
| -48.22523804471059 | |
| ], | |
| [ | |
| -54.561775545109555 | |
| ] | |
| ] | |
| } | |
| ``` |