Predictive Analytics for Sustainable Transport
( 30 Modules )

Module #1
Introduction to Sustainable Transport
Overview of sustainable transport, its importance, and benefits

Module #2
Predictive Analytics Fundamentals
Introduction to predictive analytics, types, and applications

Module #3
Data Sources for Transport Analytics
Overview of data sources, formats, and quality issues in transport analytics

Module #4
Data Preprocessing for Transport Data
Data cleaning, transformation, and feature engineering for transport data

Module #5
Transport Mode Choice Modeling
Introduction to mode choice modeling, logit models, and probability estimation

Module #6
Route Optimization and Network Analysis
Route optimization algorithms, network analysis, and graph theory applications

Module #7
Time Series Analysis for Transport Demand
Time series analysis, seasonality, and trend analysis for transport demand forecasting

Module #8
Machine Learning for Transport Data
Introduction to machine learning, supervised, and unsupervised learning for transport data

Module #9
Predicting Travel Behavior
Predicting travel behavior using machine learning and statistical models

Module #10
Demand Forecasting for Public Transport
Demand forecasting techniques for public transport, including regression and machine learning

Module #11
Predictive Maintenance for Transport Infrastructure
Predictive maintenance techniques for transport infrastructure using IoT and sensor data

Module #12
Electric Vehicle Adoption Prediction
Predicting electric vehicle adoption using statistical and machine learning models

Module #13
Traffic Flow Prediction
Predicting traffic flow using machine learning, simulations, and sensor data

Module #14
Incident Detection and Response
Incident detection and response using real-time data and analytics

Module #15
Transport Policy Evaluation using Predictive Analytics
Evaluating the effectiveness of transport policies using predictive analytics

Module #16
Big Data Analytics for Transport
Big data analytics for transport, including Hadoop, Spark, and NoSQL databases

Module #17
Data Visualization for Transport Insights
Data visualization techniques for transport data, including Tableau, Power BI, and D3.js

Module #18
Ethics and Privacy in Transport Analytics
Ethical considerations and privacy concerns in transport analytics

Module #19
Case Studies in Predictive Analytics for Transport
Real-world case studies of predictive analytics applications in transport

Module #20
Capstone Project:Predictive Analytics for Sustainable Transport
Applying predictive analytics to a sustainable transport problem or case study

Module #21
Transport Data Science Tools and Technologies
Overview of transport data science tools and technologies, including Python, R, and Julia

Module #22
Geospatial Analysis for Transport
Geospatial analysis techniques for transport data, including GIS and spatial modeling

Module #23
Real-time Analytics for Intelligent Transport Systems
Real-time analytics for intelligent transport systems, including streaming data and IoT

Module #24
Sustainable Transport Policy and Governance
Sustainable transport policy and governance, including international best practices

Module #25
Transport Demand Management Strategies
Transport demand management strategies, including pricing, regulation, and information provision

Module #26
Transport Infrastructure Planning and Design
Transport infrastructure planning and design, including sustainable and resilient infrastructure

Module #27
Urban Mobility and Transport Planning
Urban mobility and transport planning, including transit-oriented development and smart growth

Module #28
Freight Transport and Logistics
Freight transport and logistics, including sustainable freight practices and green logistics

Module #29
Disaster Response and Recovery in Transport
Disaster response and recovery in transport, including emergency management and resilience

Module #30
Course Wrap-Up & Conclusion
Planning next steps in Predictive Analytics for Sustainable Transport career

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Predictive Analytics for Sustainable Transport ( 30 Modules )

Predictive Analytics for Sustainable Transport
( 30 Modules )