Climatic Data Analysis by Machine Learning using R

Cancelado Publicado hace 5 años Pagado a la entrega
Cancelado Pagado a la entrega

The project imvolves model development using R software ([login to view URL] preferred over Rstudio). It is expected that a theoretical framework of the underlying models be given. Knowledge of machine learning and artificial intelligence (using R) is mandatory for this project. The deliverables of this project include the use of machine learning techniques for:

1. Visualization of the catastrophic events using heatmaps. This involves generating of a heatmap using the lattitudinal data provided against any catastrophic event.

2. Development of a hazard model which can be used to simulate catastrophic events and their frequencies for different geographical locations, while incorporating their dependencies with the rate of atmospheric buildup of carbon emissions. This will be presented in the form of heatmaps. ... The model should reproduce, e.g, previous hurricane occurences. (try use the model to reproduce catastrophes for the past, say, 100 years, and compare with the available data).

3. Building a vulnerability model to measure the severity of the damages inflicted by the catastrophic events estimated by the hazard model for different geographical locations.

4. Development of a financial model which can be used to measure the financial impact of the events simulated in (2) and the extend of damages estimated by the vulnerability model.

5. Building a parsimonious stochastic model that incorporates the three models as modules, looping climate change residuals back to the model through a sub-routine, as well as taking into consideration the dependence structures of the output from each of the models, which is expected to increase the precision of the output.

Cross validation shall be an integral part of this project. Some data are provided, while others shall be obtained by the analyst.

Ciencia de datos Machine Learning (ML) Lenguaje de Programación R Análisis estadístico Estadísticas

Nº del proyecto: #18548279

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14 propuestas Proyecto remoto Activo hace 5 años

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engineeringexp

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, resou Más

$250 AUD en 10 días
(16 comentarios)
4.6

14 freelancers están ofertando un promedio de $849 por este trabajo

suyashdhoot

Hi I am a very experienced statistician, data scientist and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several comp Más

$5000 AUD en 10 días
(143 comentarios)
7.1
dinhfreedom

Dear sir. Your project attracted my attention at first glance, because I've extensive experience in Machine Learning & R Programming. I'm really confident about your project, and very eager to join your project. If Más

$500 AUD en 10 días
(59 comentarios)
6.4
invincible1428

Hello, Greetings of the day.!! Successfully delivered more than 50 AI/ML projects(R and Python) in last 5 Months with best rating and reviews. Your project attracted my attention at first glance, because I've Más

$277 AUD en 10 días
(69 comentarios)
5.9
enlightenwritin1

Hello Sir, I am having great knowledge in R programming and I can complete this Climatic Data Analysis work by Machine Learning using R as required. I would really appreciate, if you will consider me for this wo Más

$750 AUD en 10 días
(8 comentarios)
4.7
Valuesolutions

Hello, I have read the details provided and i am positive i can provide quality work,please contact me to discuss more on the project deadline and some other few things

$250 AUD en 5 días
(17 comentarios)
5.0
braincenter

I believe that my experience and skill in this background will prove to be of great help to you. Contact me to discuss more on the details

$250 AUD en 4 días
(6 comentarios)
4.1
vladislavagapov

Ph.D. in Appl. Mathematics, U of A, Canada Ms. Degree from MIPT, Appl. Math. with the focuse on Athmosphere Dynamics modelling. Will bring to completion and correctly.

$1500 AUD en 10 días
(3 comentarios)
3.5
Galata16

As an: - Bachelor of Applied Mathematics - Engineer in Statistics and Applied Economics - Microsoft Office Technician (Microsoft Graduate: MOS Diploma), - I have skills in programming language R, Python, Minitab, Más

$250 AUD en 10 días
(12 comentarios)
3.5
present1234567

An experienced user of Rstudio. I know many machine learning algorithms well. I can build heat maps and make models for various types of prediction.

$555 AUD en 5 días
(0 comentarios)
0.0