Tabular Classification
Keras
Scikit-learn
English
tensorflow
random-forest
cnn
clustering
nlp
computer-vision
recommendation-system
time-series
streamlit
Instructions to use OKTAYBBS/DataScientst-models with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Keras
How to use OKTAYBBS/DataScientst-models with Keras:
# Available backend options are: "jax", "torch", "tensorflow". import os os.environ["KERAS_BACKEND"] = "jax" import keras model = keras.saving.load_model("hf://OKTAYBBS/DataScientst-models") - Scikit-learn
How to use OKTAYBBS/DataScientst-models with Scikit-learn:
from huggingface_hub import hf_hub_download import joblib model = joblib.load( hf_hub_download("OKTAYBBS/DataScientst-models", "sklearn_model.joblib") ) # only load pickle files from sources you trust # read more about it here https://skops.readthedocs.io/en/stable/persistence.html - Notebooks
- Google Colab
- Kaggle
| Country,Year,Total,Coal,Oil,Gas | |
| United States,1990,744.22,296.7,269.67,184.6 | |
| United States,1991,739.54,299.03,252.16,189.85 | |
| United States,1992,725.54,282.66,259.3,176.89 | |
| United States,1993,721.13,288.36,263.25,182.66 | |
| United States,1994,712.91,293.34,263.42,181.02 | |
| United States,1995,706.0,269.28,236.45,174.97 | |
| United States,1996,689.36,273.88,241.84,174.99 | |
| United States,1997,689.94,280.84,242.12,162.61 | |
| United States,1998,669.6,266.4,222.26,170.4 | |
| United States,1999,698.88,291.74,242.47,182.17 | |
| United States,2000,670.91,264.99,228.68,166.21 | |
| United States,2001,655.5,263.9,231.03,163.89 | |
| United States,2002,660.33,276.04,240.61,157.66 | |
| United States,2003,608.46,252.73,199.29,150.99 | |
| United States,2004,621.59,230.62,222.97,159.19 | |
| United States,2005,622.98,223.28,212.58,157.7 | |
| United States,2006,602.14,242.69,210.6,153.43 | |
| United States,2007,618.47,237.66,228.43,153.82 | |
| United States,2008,608.85,234.21,208.67,147.79 | |
| United States,2009,599.26,256.82,196.02,141.75 | |
| United States,2010,616.26,244.41,209.0,159.26 | |
| United States,2011,577.97,249.45,209.07,142.05 | |
| United States,2012,611.6,238.58,221.48,154.4 | |
| United States,2013,591.45,252.2,207.33,144.1 | |
| United States,2014,571.52,221.83,220.16,143.56 | |
| United States,2015,551.82,222.58,179.67,133.1 | |
| United States,2016,567.66,220.49,188.21,144.6 | |
| United States,2017,560.01,231.19,205.96,136.22 | |
| United States,2018,513.83,220.55,176.61,127.2 | |
| United States,2019,547.27,224.47,196.1,147.64 | |
| United States,2020,510.54,213.49,179.26,128.98 | |
| United States,2021,535.38,219.23,192.77,139.21 | |
| United States,2022,499.82,191.53,164.49,115.12 | |
| United States,2023,528.37,200.31,182.72,130.71 | |
| China,1990,1156.26,473.86,401.19,291.81 | |
| China,1991,1282.86,520.03,452.72,328.71 | |
| China,1992,1306.46,514.59,460.21,318.03 | |
| China,1993,1314.4,528.9,454.02,329.97 | |
| China,1994,1374.28,555.08,476.76,338.87 | |
| China,1995,1457.03,577.86,516.56,371.43 | |
| China,1996,1473.26,580.74,513.85,373.4 | |
| China,1997,1521.69,596.62,538.56,384.27 | |
| China,1998,1555.78,628.41,546.97,387.96 | |
| China,1999,1580.94,643.16,560.92,398.16 | |
| China,2000,1695.61,687.69,600.33,412.84 | |
| China,2001,1734.77,694.74,610.29,435.29 | |
| China,2002,1772.14,720.08,626.59,445.41 | |
| China,2003,1806.69,689.16,629.46,446.96 | |
| China,2004,1877.29,757.11,652.47,467.54 | |
| China,2005,1886.66,750.55,645.89,463.36 | |
| China,2006,1944.09,788.39,675.05,487.54 | |
| China,2007,2008.2,793.35,702.67,498.72 | |
| China,2008,2076.27,846.13,716.77,521.0 | |
| China,2009,2110.9,852.84,739.63,534.26 | |
| China,2010,2111.56,841.59,730.27,531.8 | |
| China,2011,2166.59,864.92,764.48,545.14 | |
| China,2012,2206.3,893.09,776.76,546.17 | |
| China,2013,2243.73,897.34,793.81,565.31 | |
| China,2014,2331.04,932.9,820.98,578.48 | |
| China,2015,2409.98,980.73,847.78,603.48 | |
| China,2016,2407.65,968.35,835.76,590.79 | |
| China,2017,2400.48,952.2,841.73,601.78 | |
| China,2018,2500.66,1001.68,872.49,620.17 | |
| China,2019,2558.33,1031.46,885.87,634.81 | |
| China,2020,2581.66,1013.3,898.78,648.99 | |
| China,2021,2658.52,1061.72,931.77,662.19 | |
| China,2022,2655.64,1070.09,940.18,660.27 | |
| China,2023,2745.63,1095.88,964.48,694.86 | |
| United Kingdom,1990,2023.03,810.18,706.96,502.74 | |
| United Kingdom,1991,2010.35,794.95,692.52,505.42 | |
| United Kingdom,1992,1901.91,784.91,666.47,477.22 | |
| United Kingdom,1993,1902.89,758.0,661.75,473.01 | |
| United Kingdom,1994,1940.46,771.69,689.33,498.43 | |
| United Kingdom,1995,1883.46,754.91,663.01,479.92 | |
| United Kingdom,1996,1872.0,740.51,642.54,467.71 | |
| United Kingdom,1997,1837.46,755.08,660.81,454.19 | |
| United Kingdom,1998,1807.04,723.55,646.44,452.05 | |
| United Kingdom,1999,1789.63,715.26,620.08,450.42 | |
| United Kingdom,2000,1767.21,701.78,630.14,437.96 | |
| United Kingdom,2001,1717.85,688.09,597.64,432.02 | |
| United Kingdom,2002,1768.27,706.99,618.28,438.39 | |
| United Kingdom,2003,1738.98,704.4,598.91,434.72 | |
| United Kingdom,2004,1757.13,707.91,628.09,436.44 | |
| United Kingdom,2005,1622.7,651.09,571.57,412.52 | |
| United Kingdom,2006,1723.21,694.65,610.78,429.84 | |
| United Kingdom,2007,1607.21,644.06,572.35,405.08 | |
| United Kingdom,2008,1669.17,663.39,581.55,419.71 | |
| United Kingdom,2009,1594.14,632.5,560.93,402.34 | |
| United Kingdom,2010,1588.04,623.58,548.46,398.03 | |
| United Kingdom,2011,1583.69,635.89,559.51,395.95 | |
| United Kingdom,2012,1566.68,626.22,559.82,398.83 | |
| United Kingdom,2013,1488.71,592.93,521.38,370.84 | |
| United Kingdom,2014,1587.74,637.33,547.65,399.92 | |
| United Kingdom,2015,1507.06,605.87,545.55,378.52 | |
| United Kingdom,2016,1464.18,566.12,510.81,372.58 | |
| United Kingdom,2017,1452.71,558.68,503.47,368.14 | |
| United Kingdom,2018,1458.18,574.87,504.71,362.49 | |
| United Kingdom,2019,1390.01,535.71,494.14,353.79 | |
| United Kingdom,2020,1335.91,546.8,466.54,340.1 | |
| United Kingdom,2021,1378.06,552.58,486.05,340.57 | |
| United Kingdom,2022,1404.27,550.49,487.47,353.69 | |
| United Kingdom,2023,1316.33,534.31,474.48,334.15 | |
| Germany,1990,2414.91,953.84,859.8,601.15 | |
| Germany,1991,2409.85,966.94,846.27,606.19 | |
| Germany,1992,2376.58,939.24,818.67,591.25 | |
| Germany,1993,2324.15,926.63,826.53,579.15 | |
| Germany,1994,2327.78,930.95,810.67,581.61 | |
| Germany,1995,2348.24,948.14,831.92,597.34 | |
| Germany,1996,2325.19,952.42,806.05,591.75 | |
| Germany,1997,2254.33,898.91,787.82,562.49 | |
| Germany,1998,2252.68,895.27,796.74,560.4 | |
| Germany,1999,2256.09,917.71,786.06,567.99 | |
| Germany,2000,2226.93,913.3,774.38,560.71 | |
| Germany,2001,2095.68,833.31,737.02,530.89 | |
| Germany,2002,2090.8,844.18,731.15,515.09 | |
| Germany,2003,2135.16,871.15,736.1,533.24 | |
| Germany,2004,2053.61,816.76,733.09,512.05 | |
| Germany,2005,2145.91,869.45,747.44,533.96 | |
| Germany,2006,2009.16,794.36,706.74,502.19 | |
| Germany,2007,1998.04,783.73,700.38,497.16 | |
| Germany,2008,1994.53,800.86,673.07,490.97 | |
| Germany,2009,2091.89,831.69,706.99,515.72 | |
| Germany,2010,2076.64,823.63,738.41,519.77 | |
| Germany,2011,1907.05,770.58,643.63,469.56 | |
| Germany,2012,1882.25,739.47,652.98,474.83 | |
| Germany,2013,1888.34,768.64,662.87,477.05 | |
| Germany,2014,1854.31,735.82,663.81,460.03 | |
| Germany,2015,1849.81,747.61,655.85,456.62 | |
| Germany,2016,1859.98,734.2,659.1,467.67 | |
| Germany,2017,1824.13,717.6,644.33,461.46 | |
| Germany,2018,1769.13,699.47,628.39,442.85 | |
| Germany,2019,1653.39,652.4,573.42,420.88 | |
| Germany,2020,1775.82,723.6,623.86,448.52 | |
| Germany,2021,1630.6,652.31,575.23,402.28 | |
| Germany,2022,1672.18,685.74,590.85,422.63 | |
| Germany,2023,1517.61,622.62,529.3,375.56 | |
| India,1990,1886.01,744.13,672.76,467.17 | |
| India,1991,1991.65,800.93,690.62,506.79 | |
| India,1992,1985.52,803.4,704.94,493.03 | |
| India,1993,2157.96,860.68,758.17,540.79 | |
| India,1994,2175.75,878.41,769.45,535.19 | |
| India,1995,2305.04,905.39,817.09,581.89 | |
| India,1996,2290.18,911.96,790.51,571.47 | |
| India,1997,2394.82,965.72,851.29,605.68 | |
| India,1998,2460.46,982.09,844.33,611.09 | |
| India,1999,2593.08,1053.39,895.23,645.31 | |
| India,2000,2631.01,1055.2,912.76,659.87 | |
| India,2001,2689.38,1075.61,946.75,672.38 | |
| India,2002,2765.99,1105.3,967.21,689.65 | |
| India,2003,2847.87,1155.13,1002.36,710.49 | |
| India,2004,2959.01,1180.26,1047.38,741.6 | |
| India,2005,3003.97,1206.06,1035.68,745.36 | |
| India,2006,3038.31,1216.75,1080.73,770.73 | |
| India,2007,3182.39,1277.96,1095.83,792.88 | |
| India,2008,3203.98,1275.38,1119.71,798.63 | |
| India,2009,3234.38,1301.23,1121.3,809.79 | |
| India,2010,3461.99,1375.6,1186.39,864.07 | |
| India,2011,3500.6,1419.82,1212.91,877.63 | |
| India,2012,3516.9,1405.7,1257.36,871.71 | |
| India,2013,3619.14,1452.33,1277.56,905.28 | |
| India,2014,3696.38,1474.64,1296.43,922.38 | |
| India,2015,3783.37,1509.65,1327.95,945.7 | |
| India,2016,3877.54,1550.5,1339.41,975.69 | |
| India,2017,3876.34,1544.0,1350.76,975.96 | |
| India,2018,3905.3,1593.5,1377.42,977.44 | |
| India,2019,4058.74,1626.35,1425.77,1017.91 | |
| India,2020,4156.89,1663.65,1452.94,1038.47 | |
| India,2021,4203.87,1692.89,1477.29,1036.27 | |
| India,2022,4311.06,1726.37,1508.68,1075.82 | |
| India,2023,4403.87,1771.02,1533.62,1103.0 | |
| Japan,1990,638.56,260.32,235.64,155.3 | |
| Japan,1991,636.84,256.14,234.99,152.01 | |
| Japan,1992,614.76,247.36,208.97,155.25 | |
| Japan,1993,625.5,243.24,228.54,150.74 | |
| Japan,1994,626.37,258.39,236.48,159.95 | |
| Japan,1995,598.63,247.38,208.16,141.57 | |
| Japan,1996,593.09,229.68,196.57,151.45 | |
| Japan,1997,577.76,241.38,194.33,142.09 | |
| Japan,1998,589.38,238.55,191.51,148.63 | |
| Japan,1999,587.27,230.12,211.52,142.57 | |
| Japan,2000,560.79,235.21,198.47,146.64 | |
| Japan,2001,561.57,246.81,180.9,139.31 | |
| Japan,2002,536.44,204.41,177.68,134.95 | |
| Japan,2003,546.58,222.91,180.07,135.02 | |
| Japan,2004,525.45,219.54,175.2,130.29 | |
| Japan,2005,538.25,209.15,195.33,142.54 | |
| Japan,2006,527.37,219.96,163.85,129.7 | |
| Japan,2007,521.06,197.89,184.45,135.57 | |
| Japan,2008,489.01,183.71,173.0,124.55 | |
| Japan,2009,515.48,207.3,185.03,133.39 | |
| Japan,2010,494.82,191.84,171.5,124.7 | |
| Japan,2011,485.52,190.27,173.91,122.17 | |
| Japan,2012,485.18,176.66,169.78,116.45 | |
| Japan,2013,493.54,194.33,162.78,123.08 | |
| Japan,2014,490.88,202.66,174.01,116.09 | |
| Japan,2015,489.02,189.39,180.49,120.63 | |
| Japan,2016,472.97,202.26,172.02,122.02 | |
| Japan,2017,455.02,177.67,160.64,112.06 | |
| Japan,2018,480.84,182.41,178.31,122.8 | |
| Japan,2019,446.62,193.45,159.3,108.48 | |
| Japan,2020,441.15,174.63,159.43,114.35 | |
| Japan,2021,420.51,180.16,144.63,107.35 | |
| Japan,2022,432.71,176.76,150.36,105.74 | |
| Japan,2023,415.39,181.81,136.73,100.25 | |