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Using Machine Learning to Predict Car Accident Risk

$30-250 USD

Closed
Posted over 4 years ago

$30-250 USD

Paid on delivery
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.
Project ID: 21361963

About the project

16 proposals
Remote project
Active 4 yrs ago

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16 freelancers are bidding on average $171 USD for this job
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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 have a chance to cooperate, I'll do my best to provide wonderful result. Looking forward to your response. Best Regards.
$222 USD in 3 days
4.8 (92 reviews)
6.8
6.8
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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 details.
$500 USD in 15 days
4.8 (39 reviews)
5.4
5.4
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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 working for the following field related projects: Classification Regression Clustering Dimensionality Reduction Prediction Recognition Time Series Forecasting Recommender Systems Sentiment Analysis NLP(Natural Language Processing) Big Data Visualisation Data Mining Data Analysis Data warehousing Data Modelling So on . . . As I did MSCS (18 years of education in computer science) and Ph.D. student, I can do your project in a smart way. As you can see my profile, I have been worked for different projects and got a response from employers by getting awesome feedback. I read the project requirements so I can do this project with 100% quality and within time. Thanks for your response! contact me for more details.
$140 USD in 7 days
4.8 (42 reviews)
5.3
5.3
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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 wonderful result on time. Your further response will be greatly welcome. Regards.
$150 USD in 3 days
5.0 (7 reviews)
4.1
4.1
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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, resourceful, committed and organized with enthusiastic approach to succeed with a pleasant attitude. Possessing excellent analytical skill and good research background. I have successfully completed IELTS with an overall band of 7 and have a good proficiency in English 10 Years Experience in Data Science Data Visualization Power BI Tableau Business development Anything on R programming COMPLETED PROJECTS • FM radio. • VHDL Design of an Up/Down Counter. • Design of Up/Down Counter using PIC. • Duck Shooter Program using C. • Pointer movement controller on 2-dimentional axis using C. • LCD display Manipulation projects including: o Text Display o Volt-Meter • Analog to Digital Conversion (8-bit). • Sound to Light Color Organ Design and Development. • Minesweeper Player Creation using PIC. • Simulation of an End to End Communication System with MATLAB. • (BENG Individual Project) (MENG Part A). • (MENG Individual Project) (MENG Part B). • (MENG Group Project).
$30 USD in 7 days
5.0 (4 reviews)
2.9
2.9
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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 algorithms (Apriori, Eclat) o Cluster Analysis, Decision Trees, Regression o Classification (Naive Bayes, SVM, SVC, Decision trees, Ensemble - Random forests, Gradient Boosting) o K Means/ hierarchical/DBSCAN/Agglomerative -Deep Learning o Libraries: Tensorflow, Keras, OpenCV o Models: RetinaNet50, ResNet, YOLOv3 o Projects: Object Recognition and Dimension Enumeration in Aerial Images - Data Mining o Scrapy, Requests, BeautifulSoup and Selenium o Web scrapping using APIs -Database and Data Warehousing o MongoDB, SQL, Cassandra, Oracle We will be happy to work with you on this project. We can discuss further details. Looking forward to hearing from you soon. Thanks.
$250 USD in 7 days
5.0 (1 review)
2.8
2.8
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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 of machine learning algorithms and testing and handling mathematical equations, worked on usage of libraries and much more~ i did mental health project using python interaction, painting tool android, quiz application handling huge database and much more! sir i did projects like this kindly reply i want to discuss it with you
$140 USD in 7 days
0.0 (0 reviews)
0.0
0.0
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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 model for my clients. Currently I am working for my client Goldman Sachs where me and my team are designing machine learning framework for fraud detection. I am a MBA in Data Science and AI from one of the reputed college , post that i have joined my current organization. I have expertise in Statistics, Machine Learning, Predictive Analytics using SAS, Python and SQL. Kindly take a look and let me know if you need any further details.
$56 USD in 7 days
0.0 (0 reviews)
0.0
0.0
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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 this and make predictions on the data .
$111 USD in 5 days
0.0 (0 reviews)
0.0
0.0
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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. i will be glad to work with you. I will give my best to make it on good quality that you hire me again. Please give me a chance to make it. and i will learn many things from it. but garentee i will make quality product. As a brother give me a chance.
$30 USD in 1 day
0.0 (0 reviews)
0.0
0.0
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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
0.0 (0 reviews)
0.0
0.0
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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 finished one for loan prediction i can send you the prototype if you wish too. I promise the highest product's quality and the best service. I am looking forward to hearing from you ! I sincerely help you with completing this job. I am waiting for your chatting to me. Welcome!
$225 USD in 7 days
0.0 (0 reviews)
0.0
0.0
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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
0.0 (0 reviews)
0.0
0.0
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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? Looking forward to talk in details
$205 USD in 7 days
0.0 (0 reviews)
0.0
0.0
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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 and skills while believing that it is the practice that makes perfect. I constantly pursue my passion for robotics, automation, artificial intelligence, and programming. Besides attending college I improve myself in academic circle and work. Nowadays an engineer must have knowledge of computer-aided design, programming and many more. Development in those fields is my priority number one as well as joy and pleasure. I have one year of experience in industrial robot programming with RAPID (high-level, C-based language) for ABB Corporate Research Center in Kraków. Currently, I am working as an RPA and Automation Specialist for BNP Paribas S.A where I work in BluePrism (RPA Software) and SQL Databases. I had classes of C/C++/C# and Java for 1,5 year in college. Inspired by my co-workers in ABB I have learned Python for use in Machine Learning and Artificial Intelligence. I have experience using Python libraries related to data visualization and machine learning such as numpy, matplotlib, pandas, scikit-learn, I have also done image processing with imgaug, NLP with word2vec and neural networks using Keras & Tensorflow.
$140 USD in 7 days
0.0 (0 reviews)
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Flag of PAKISTAN
Islamabad, Pakistan
5.0
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