Steps to fit a Machine learning model for prediction of up and down market movement
Why do you want to use SVM+feature engineering in 2021? If you have a time series dataset, use LSTM/GRU/biLSTM for binary classification (last layer is fully connected). Loss function is binary cross-entropy, accuracy metrics overall accuracy or F1 or precision-recall.