Using Machine Learning to Predict Car Accident Risk -- 2

The system is directed to support emergency services. It will predict the type and probability of emergencies that may occur in a certain area in a defined interval of time throughout the day. Analyzing emergency response data set and discovering hidden trends and patterns will help in ensuring that the emergency response team is better equipped to deal with emergencies. Considering road accidents, fire accidents and other medical emergencies etc.,

high numbers in specific areas indicate that there is a high demand for ambulance or other emergency services in those areas. Road accidents in some areas might be due to road conditions which need to be improved. High frequency of emergencies due to respiratory problems might be due to harmful pollutants in the air in that specific area.

using Association rule mining using apriori algorithm will thus help in discovering such patterns.

1.4 Proposed System

The proposed system consists of pre processing the data set, applying association rule mining, extracting interesting patter from the rules obtained and lastly validation of rules. The dataset contains post emergency record of City. The attributes include: type of emergency, type of response, quantity of response elements, time stamp, and area where the emergency has occurred. To start with, the system will analyze the current data which was recorded so far by Rescue Organization and will create rules according to that data. The same data will be used to create rules and carry out machine learning. Later, as an iterative process, the real-time data will help to continue machine learning process. Progressively, some old rules will be deleted or altered and new rules will be formed by machine under automation. Therefore, the probabilities produced by the system will also be affected as the physical environment variables change the data which in turn change the rules. The rules will be defined on the basis of real-time data as well as scientific research in medical field encompassing human body response to its physical environment such as pollution, stress, or eating disorders. The system will automate the human decision making process which is presently completely manual or intuition based. It will streamline the daily processing of employees at headquarters of Rescue

Using Machine Learning to Predict Car Accident Risk. The data will be on excel file (day,time,vehicle,sex,weather etc. about 50-70 conditions). The program must compare several models and as a result to export on map and on plots prediction risk analysis about car accidents and area where the accidents, conclusions. I also need a fully detailed documentation of the project 15000 - 20000 words and bibliography.

Taidot: Algoritmi, tiedonlouhinta, Machine Learning (ML), Python, Käyttöliittymäsuunnitelma

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Tietoa työnantajasta:
( 5 arvostelua ) Islamabad, Pakistan

Projektin tunnus: #21721173

13 freelanceria on tarjonnut keskimäärin 233$ tähän työhön


Hello, ‌Hope you doing well.I have checked all your requirements and we able to do this and deliver in time.I have 5 years of experience in these types of [login to view URL], i believe we can do that work with your support. ‌Rega Lisää

$222 USD 15 päivässä
(10 arvostelua)

We are web development and software development and engineering team. We are professional in Matlab, C, C++, C#, fortran, VB, Java, Python, Javascript and PHP. We are professional in Image processing, Computer vision Lisää

$140 USD 7 päivässä
(4 arvostelua)

⭐Hi, I am Sayankov from Russia. ⭐ I have read your description and feel confident to fulfill your requirement. I have 7 years of IT Programming Experience and those 7 years of experience make me confident for this type Lisää

$1000 USD 7 päivässä
(1 arvostelu)

i am an expert in data analysis, statistics, predictive modelling machine learning, deep learning, r, python.

$255 USD 5 päivässä
(5 arvostelua)

HI. Thanks for posting the project. Went though your requirement and it happens to be a project that I will be excited about. I have already executed a project with vehicle trajectory services and so I have experience Lisää

$200 USD 7 päivässä
(0 arvostelua)

Hello, Dear! I’ve read your job very carefully and understand what you want. I'm an excellent Deep Learning expert. I have developed many AI projects using Tensorflow,Torch and Caffe. I have enough experiences in medi Lisää

$140 USD 7 päivässä
(0 arvostelua)

I will work hard and I will give my full effort to complete the project . Relevant Skills and Experience I have the knowledge with python with machine learning and flask. I have the knowledge of library packages like Lisää

$155 USD 3 päivässä
(0 arvostelua)

well, I am machine learning developer and I developed many machine learning models which were base on prediction and I assure you that I never disappointing you. I have also a 2 other members with me who also have a go Lisää

$222 USD 6 päivässä
(0 arvostelua)

I can build a good model with great accuracy and provide the best features from IT. I an provide insights in the data.

$50 USD 4 päivässä
(0 arvostelua)

Hey, I'm Marite. Your proposed program is similar to one of my recent projects, and I can definitely create an ML algorithm to predict car accident risks. I've been in the data science field for 5+ years, and am profi Lisää

$120 USD 14 päivässä
(0 arvostelua)

I have done lot of work related to this domain I also worked on various machine learning projects and internship based on it So I can use my experience and can completer your task

$50 USD 5 päivässä
(0 arvostelua)
$222 USD 10 päivässä
(0 arvostelua)

We are a team of Data Scientists comprising of IIT graduates and Statisticians Our area of Expertise: -Statistical Modeling and Machine Learning o Regression (Linear, Logistic, Multiple, GLM) o Cluster Analysis, Decisi Lisää

$250 USD 7 päivässä
(0 arvostelua)