Followed tutorial by Data Professor and modified the program to make the predictions using a file work normally Built a random forest model for predicting penguins species and saved into a pickle file. Read in the pickle file and predicted penguins species based on user input (slider or file uploading). Provided the example format of the file to be uploaded and showed the respective prediction results with their predicted probabilities based on user input or rows in file uploaded.