I tried using TCN to predict the stocks but it did not work and I am not sure where or which part I need to modify?

Question

import numpy as np
import matplotlib.pyplot as plt
import pandas as pd
from tensorflow.keras import Input, Model
from tensorflow.keras.layers import Dense
from tqdm.note