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Beat my algorithm

I developed a heuristic optimization algorithm to estimate a set of parameters from a simulation model. The fitness landscape is quite complex, not only because it is rough, but also because its shape may change with the parameters. Traditional non-linear optimization procedures do not work, and even genetic algorithms and other heuristic methods seem to fail. My algorithm is computationally expensive and inefficient as it does unessessary greedy searches. It also requires a large number of Monte Carlo simulations in order to generate stable estimates. Nevertheless it does the job.

I need you to improve my algorithm or to come up with a better one. I want to significantly reduce the computational time that it takes to get the estimates. You must have expertiese in computational optimization problems, statistics, Monte Carlo simulation and machine learning. The code is written in Python, the simulation model is relatively simple and the algorithm is well documented. Take this project as a challenge, can you beat it?

Beceriler: Python, Machine Learning (ML), Algoritma, Combinatorial Optimization, İstatistik

İşveren Hakkında:
( 0 değerlendirme ) Oxford, United Kingdom

Proje NO: #23397900

Bu iş için 27 freelancer ortalamada £558 teklif veriyor

matlabxperts

Having more than 7 years of experience in machine learning (computer vision, NLP, Predictive analytics), I believe that I am the best fit for this job. I always try my best to provide quality work to clients and my rev Daha Fazla

£1000 GBP in 20 gün içinde
(51 Değerlendirme)
7.0
sumbali

I'm an Engineer in Statistics and Applied Economics, i've got many skills and expertise that will allow me achieving perfectly all the projects and assignments because my priority is your satisfaction. I am a master o Daha Fazla

£750 GBP in 30 gün içinde
(126 Değerlendirme)
6.4
ayeilyurt

Hello, I am a Python expert with a lots of experience on software optimization, vectorisation, multithreading etc. I would like to work on this project and speed up your algorithm. We can discuss the final goal and the Daha Fazla

£500 GBP in 7 gün içinde
(14 Değerlendirme)
5.9
williams115

Hi there - My name is Phong. I’ve read your brief and I am very interested in this project because I have good knowledge and rich practical experience in these fields. I am highly qualified for this project and would l Daha Fazla

£500 GBP in 7 gün içinde
(43 Değerlendirme)
6.0
AwaisChaudhry

Hi, I have read the brief details on the job listing. I am a full stack web developer with 9 years of coding experience. I have worked with multiple similar jobs before. I have completed 150+ major projects just on thi Daha Fazla

£750 GBP in 7 gün içinde
(5 Değerlendirme)
5.5
statAnalysis

Dear customer, I have 10+ years of experience working in the field of machine learning. I am confident that I can work out a solution together with you. I would love to skim over your documentation. Have a great day, Daha Fazla

£490 GBP in 14 gün içinde
(9 Değerlendirme)
4.7
vladislavagapov

Ph.D. in Applied Mathematics from one of the top Canadian graduate schools. Got quite a bit of experience in structured Monte-Carlo simulation while developing credit risk management systems while working for National Daha Fazla

£600 GBP in 5 gün içinde
(5 Değerlendirme)
4.0
MaLiguo

Hi Dear I have seen your requirement and I decided to take your project as a challenge I think I can beat it Best regards

£500 GBP in 7 gün içinde
(4 Değerlendirme)
3.6
alexander198603

Hello. I am an expert in machine learning. I have many experiences in optimization and in programming in Python/Matlab. I am sure I can help you. We can discuss the details via chat. I wait for you now. Thanks.

£250 GBP in 7 gün içinde
(3 Değerlendirme)
3.2
choward1491

I have written a distributed optimization code I used in industry to optimize parameters of a Monte Carlo simulation output related to missiles, so I feel I have a sufficient background on that alone to attempt this pr Daha Fazla

£664 GBP in 7 gün içinde
(2 Değerlendirme)
3.3
DataDKR

Hello, I am interested to learn more about your project; however, you haven't provided sufficient details, which makes it difficult to know the scope and whether my qualifications are sufficient; nevertheless, it's ha Daha Fazla

£700 GBP in 20 gün içinde
(3 Değerlendirme)
2.9
mquesada90

### Let me try on this challenge ### Hello, Thank you for your posting. I am Marvin, a deep learning expert. I have been working in deep learning field for 12 years and have enough knowledge and skills in mathematics, Daha Fazla

£699 GBP in 7 gün içinde
(4 Değerlendirme)
3.0
genius1226

Dear sir. I read your project description very carefully. I've really rich experience in Python & Algorithm Programming, so your project is very interesting to me. I'm really confident about your project, and very eage Daha Fazla

£500 GBP in 7 gün içinde
(3 Değerlendirme)
2.9
golabian2020

Hi there, I am a computer science graduate and expert in algorithms. please share more details about your project. thanks.

£314 GBP in 7 gün içinde
(6 Değerlendirme)
3.2
joseteixeira06

Hello, dear! Nice to meet you! I have read your requirements carefully and I am very interested in your project. I am confident of this project as I'm a professional Python and Machine Learning expert with over 5 year Daha Fazla

£250 GBP in 3 gün içinde
(4 Değerlendirme)
3.1
YunfengDev

Hello, Sir. I read your opinion seriously. I have experience of 7 years and done similar projects before. As a man of trust, I can develop your project with full perfection. Let me go on, you can get the best project t Daha Fazla

£500 GBP in 7 gün içinde
(5 Değerlendirme)
3.2
buimaihien

Hello, I am very happy to put my bid on your project. I have read your proposal and check the attached files and I am very interested in your project. I have good experience in Machine Learning and Python, C# for sever Daha Fazla

£500 GBP in 7 gün içinde
(1 Yorum)
0.7
superstars9797

Very much enthusiastic towards complex problems and would like to know more about your problem and also assure you with a guarantee to complete or present a faster solution.

£450 GBP in 10 gün içinde
(0 Değerlendirme)
0.0
SMwebdesiger

have a good day...! hello sir I can help your project please contact me discuss about thank you....!

£444 GBP in 7 gün içinde
(0 Değerlendirme)
0.0
phdkemal

I can definitely try. Certainly an interesting pitch :) Hi there, My name is Kemal, a Ph.D. student in mechanical engineering (also research assistant). My field of research (computational mechanics) involves all so Daha Fazla

£500 GBP in 10 gün içinde
(0 Değerlendirme)
0.0