2024年度ベンチャー体験工房3
Undergraduate School and Graduate School
学部・大学院
- ベンチャー体験工房3
- Developing a Novel Pattern Mining Model to Discover Hidden Patterns in Fukushima Traffic Congestion Big Data
- - Japan Road Transportation Information Center (JARTIC) has set up the sensor network to monitor traffic congestion in Fukushima.
- Each road-segment in this network generates data at every 5-minute interval.
- Previous year, we have developed a data warehouse technology that generates data frames at 10 times faster than the state-of-the-art.
- This year, we plan to develop a novel pattern algorithm to discover hidden patterns. - シラバス詳細
2024年4月
4月8日
授業内容：Understanding the Jartic System and Markdown Practice in Google collab and jupyter notebook to get familiarity with python programming language.
4月15日
授業内容：1.Variables
2.Functions
3.String operations
4.Package Installation
5.Advanced operations
Learning basics of python and working with Dataframes
4月22日
授業内容：Hands on Experience with jartic system and learning how to download traffic congestion data for 5 minutes, 1hour time gaps and understanding the data.
2024年5月
5月13日
授業内容：Learning about the Qgis understanding how to load the files into qgis software, symbology, openstreetmap, legends ,exporting images and pdf from Qgis.
5月15日
授業内容：Loading the data Traffic congestion data and also Viewing the Highway map in this file the roads are in the curve format in real world roads are in straight line so learning how to map the roads in straigt line.
5月20日
授業内容：From the linestring files mapping the roads with straightline . For multiple roads selecting the nearest road and ploting them.
5月27日
授業内容：Performed the task which is given in previous week and also understanded about the preprocessing and imputation techniques in machine learning.
2024年6月
6月10日
授業内容：How to read the dataset, preprocessing steps for the dataset like filling the nan values and detecting the outliers.
6月17日
授業内容：Basics of Machine learning. K Means clustering algorithm and it's mathematical formulas and reasons behind it.
6月24日
授業内容：Implementing the K means algorithm on the dataset which is preprocessed in the previous week.
2024年7月
7月1日
授業内容：Getting Handson challenges on pami , to get experience for handling big data and also able to work extract useful hiddenpatterns in the large datasets.
7月22日
授業内容：Mapping all the roads for a particular location using the qgis application (Traffic congestion) and able to extract all the properties of the road.
7月29日
授業内容：Completing all the assigned tasks which has given previously and preparing the report format of all the works done until now with the hands on challenges.
