Using Machine Learning to Predict Car Accident Risk

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.

Skills: Python, Machine Learning (ML), Data Mining, User Interface Design, Algorithm

See more: machine learning vancouver, machine learning companies vancouver, car accident glovebox, machine learning mehreen, car accident game flash, machine learning thesis, machine learning freelance, machine learning statistical nlp option, job machine learning, machine learning message board, social network car accident, machine learning outsource, best freelance site machine learning, machine learning using neural networks, machine learning using neural network neural networks, using svm results machine learning, Stock Market Prediction using Machine Learning Algorithm, Big data using Spark n scala, Machine learning using spark... Tableau visualisation

About the Employer:
( 7 reviews ) Islamabad, Pakistan

Project ID: #21361963

16 freelancers are bidding on average $171 for this job


Dear sir. Your project attracted my attention at first glance, because I've extensive experience in Python Prediction Programming. I'm really confident about your project, and very eager to join your project. If we More

$222 USD in 3 days
(92 Reviews)

Hi there, do you have the dataset for this project? How soon did you need it done? I can help you complete the project as soon as possible. I will be looking forward to hear from you. Please contact me on PM for deta More

$500 USD in 15 days
(39 Reviews)

Greetings! Welcome to DEEP LEARNING, MACHINE LEARNING & ARTIFICIAL INTELLIGENCE Developer by using Python! I hope you are doing good. Well, regarding this project, I have extensive 8+ years of experience. I have been More

$140 USD in 7 days
(42 Reviews)

Hello sir. I'm excited about your project, because I've really rich experience in Python Prediction Programming. I've developed many projects similar to yours and excellent skills. If you award me, I'll provide wond More

$150 USD in 3 days
(7 Reviews)

A Data Scientist with experience in Python, R programming, R Shiny, R studio and anything related to data science and python Master in Engineering, Electrical and Electronic Engineer, who is dynamic, reliable, resourc More

$30 USD in 7 days
(4 Reviews)

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 Recommendation algorit More

$250 USD in 7 days
(1 Review)

I have worked in python for 5 years. I have developed a mental health project expression recognition in python integration with android, natural language processing in python, regular expressions handling, development More

$140 USD in 7 days
(0 Reviews)

I have been working on Machine Learning and have Dealt with Aproiri, Eclat, FP Growth Algorithms for Association Rule Mining. I have over 3.5 years of experience in SAS, Data Analytics, Developing Machine Learning mod More

$56 USD in 7 days
(0 Reviews)

hey there !! I read your project description and I think i'll do efficiently this work . because last few year I working on machine learning field and I have good command on this ml algorithmsi explore many data like More

$111 USD in 5 days
(0 Reviews)

Hello Sir! Please Read once. As a citizen of your country PAKISTAN. i will work with you on very low budget what ever you give. i am working in python for above 3 years. now i am moving towards AI. learning its tools. More

$30 USD in 1 day
(0 Reviews)

Hello i am Abdennour; phd in computer science and very interested by your request. i want to work on this project and try to release the best results on level of accuracy. Best

$240 USD in 7 days
(0 Reviews)
$155 USD in 7 days
(0 Reviews)

I have just read your job description carefully. As a result, I have so confidence because I am an Experienced Python Developer(2+ years), as I am a Ph.D. I have worked on prediction problems with Python before. I just More

$225 USD in 7 days
(0 Reviews)

I am very eager to work in this project. While I am going through the description, I am very much interest to work in this project.

$140 USD in 7 days
(0 Reviews)

Hello. I have read your research project . I have worked on something similar , I can help you with the project . Dataset, in which form do you have them? And do you have any restriction on machine learning libraries? More

$205 USD in 7 days
(0 Reviews)

I am a person deeply inspired by rapid development in the world of technology. I am active and hard-working, with a habit to clearly state my goals and consistently act to achieve them. I enjoy widening my knowledge an More

$140 USD in 7 days
(0 Reviews)