Find Jobs
Hire Freelancers

Using Machine Learning to Predict Car Accident Risk -- 2

$30-250 USD

Cerrado
Publicado hace más de 4 años

$30-250 USD

Pagado a la entrega
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.
ID del proyecto: 21721173

Información sobre el proyecto

10 propuestas
Proyecto remoto
Activo hace 4 años

¿Buscas ganar dinero?

Beneficios de presentar ofertas en Freelancer

Fija tu plazo y presupuesto
Cobra por tu trabajo
Describe tu propuesta
Es gratis registrarse y presentar ofertas en los trabajos
10 freelancers están ofertando un promedio de $172 USD por este trabajo
Avatar del usuario
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, 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 Detection and Dimension Enumeration in Aerial Images - Data Mining o Scrapy, Requests, BeautifulSoup and Selenium o Web scrapping using APIs -Database and Datawarehousing MongoDB, SQL, Cassandra, Oracle We are expert in marketing, business strategy, budgeting, health industry, engineering problems among other things. Thanks.
$250 USD en 7 días
5,0 (1 comentario)
3,5
3,5
Avatar del usuario
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, signal process, numerical analysis, control system using Matlab, C, C++.
$140 USD en 7 días
4,8 (4 comentarios)
3,5
3,5
Avatar del usuario
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 medical image processing by CNN, R-CNN, Fast R-CNN. I have special power ability to Deep Stack and Reinforcemet Learning such like AlphaGo Zero,including Tactron-2...Speech Synthesis, experiences in YOLO, Image Detection,Dlib, OpenCV... I'm developping in Image Fast Detection and Segmentation on Rasphberry PI 3. I have enough experiences to recognize car plate number with Rasphberry, using dlib and opencv, tensorflow. Any of your requirements are welcome. I can start your project immediately. I can provide full-time communication and work your time-zone. If you give me a chance to serve you, I will provide a high quality product within the deadline. Best Regards
$140 USD en 7 días
5,0 (5 comentarios)
3,0
3,0
Avatar del usuario
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 in this domain. Let me know more information on this. Thanks Lalitha
$200 USD en 7 días
0,0 (0 comentarios)
0,0
0,0
Avatar del usuario
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 numpy, pandas, sklearn
$155 USD en 3 días
0,0 (0 comentarios)
0,0
0,0
Avatar del usuario
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 good knowledge of machine learning and we completed your project with accurate result. We work on python from 3 years so we have a knowledge and know how to use graphs, models and other things.
$222 USD en 6 días
0,0 (0 comentarios)
0,0
0,0
Avatar del usuario
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 en 4 días
0,0 (0 comentarios)
0,0
0,0
Avatar del usuario
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 proficient in the different kinds of learning algorithms. Let's discuss the details and I'm on it asap.
$120 USD en 14 días
0,0 (0 comentarios)
0,0
0,0

Sobre este cliente

Bandera de PAKISTAN
Islamabad, Pakistan
4,1
12
Forma de pago verificada
Miembro desde mar 31, 2019

Verificación del cliente

¡Gracias! Te hemos enviado un enlace para reclamar tu crédito gratuito.
Algo salió mal al enviar tu correo electrónico. Por favor, intenta de nuevo.
Usuarios registrados Total de empleos publicados
Freelancer ® is a registered Trademark of Freelancer Technology Pty Limited (ACN 142 189 759)
Copyright © 2024 Freelancer Technology Pty Limited (ACN 142 189 759)
Cargando visualización previa
Permiso concedido para Geolocalización.
Tu sesión de acceso ha expirado y has sido desconectado. Por favor, inica sesión nuevamente.