solved Part-1 – please answer the below question in 1000 words

Part-1 – please answer the below question in 1000 words and atleast 5 ReferencesWhat were the traditional methods of data collection in the transit system?Why are the traditional methods insufficient in satisfying the requirement of data collection?Give a synopsis of the case study and your thoughts regarding the requirements of the optimization and performance measurement requirements and the impact to expensive and labor-intensive nature.Part-2 – please answer the below question in 800 words and atleast 5 ReferencesNote the basic concepts in data classification.Discuss the general framework for classification.What is a decision tree and decision tree modifier? Note the importance.What is a hyper-parameter?Note the pitfalls of model selection and evaluation.