<prompt> Kutokana na seti ya pointi data, kujenga linear regression mfano kutabiri pato variable.Y 6, 8, 9, 10, 12, 13, 15X 1, 2, 3, 4, 5, 6, 7  <response>: Okay, hebu kujenga linear regression mfano kutabiri pato variable kulingana na input data points. Kwanza, sisi kuagiza maktaba muhimu, Numpy na matplotlib: python kuagiza numpy kama np kuagiza matplotlib.pyplot kama plt Sasa, hebu kufafanua yetu input data pointi kama numpy arrays: python X np.array 1, 2, 3, 4, 5, 6, 7.reshape-1, 1 Y np.array 6, 8, 9, 10, 12, 13, 15 Next, tutajenga linear regression mfano kutumia Plot-fit linear regression class. inaweza kufanyika kwa njia ya Regitthon Regitthon Regitron ya data input kitu. python plotlib.pyplot kama plt Sasa, hebu kueleza input data pointi kama numpy arrays: python X plot. Picture rangi mpya ya rangi ya rangi ya rangi mpya. Picture hii mpya ya kutabiri regression mfano, tutaweza kutumia mfumo mpya wa kutabiri regression mfano. 