Vivraan

Group 4 -- Travel and Staff Behaviour & Awareness Transport

• KU has several schemes for staff such as interest-free loans for public transport seasonal tickets.
• KU bus services is hybrid since 2016 and come under a low-emission bus scheme. This has led to 30% low carbon emissions and 70-90% fewer pollutants.
• Impact of KU buses monitored on a regular basis by a transport research lab
• Car travel and parking -- KU recommends shifting staff behaviour from using cars to active travel in order to reduce congestion and improve air quality.
• Bike-to-work support is provided by the University where staff can buy discounted bikes and get interest-free loans.
• Bike repair and maintenance services such as Dr. Bike are available at the university.
• Staff and students 14 hours course available on bike fit for purpose

Vivraan

import torch
import torch.optim as optim
import torch.nn.functional as F
import pandas as pd


class LearningModel:
    def __init__(self, num_first_stage_choices=2, num_second_stage_choices=2, num_trials=2, num_epochs=1000):
        # Initialize model parameters (w, alpha, lambda, beta, stay_bias) and any other necessary variables
        self.num_first_stage_choices = num_first_stage_choices