Metaheuristic Optimization Specialist Needed

$10-30 USD

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İlan edilme:

2 ay önce

$10-30 USD

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I am seeking an experienced specialist with knowledge in metaheuristics optimization problems. This project involves algorithmic problem-solving, in particular, addressing aspects of the Knapsack and Bin Packing Problems. Project Requirements: 1. Consideration for Limited Capacity: Prepare solutions taking into account a predetermined capacity. 2. Weight & Dimension Constraints: Present solutions accommodating for specified item weights and dimensions. 3. Preferred Algorithm Usage: Apply Simulated Annealing, Hill-Climbing, Steepest Ascent Hill-Climbing, Steepest Ascent Hill-Climbing with Replacement, Hill-Climbing with Random Restarts and Tabu Search algorithms for problem-solving in accordance with the project parameters. 4. create a detailed report on the analysis of: a. Explain representation b. Explain tweaking operators and stopping criteria. c. Implement corresponding solutions. d. For each instance for each algorithm, repeat the runs 10 times, plot the corresponding average, and the confidence interval of the “best-so-far” and the “current best” across iterations. e. Report the descriptive statics of the final results along with the Confidence Intervals plots and Box Plots. 3. Comment on the results. Include the results of FF, BF, FFD, and BFD in your discussion Ideal candidates should be proficient in the application and understanding of these chosen algorithms. Prior experience with similar optimization problems is a bonus. Looking forward to working with someone who can deliver efficient, optimal solutions amidst stringent constraints.

Algorithm

Mathematics

Artificial Intelligence

Proje No: 37866503

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7 teklif

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7 freelancer bu proje için ortalama $18 USD teklif veriyor

@mohamedabdelall4

>>> السلام عليكم <<< I'm sure that I can do this job. I'm artificial intelligence engineer experienced in Data Science, Feature Engineering, Numerical Optimization, Machine/Deep Learning using Python Programming. I have accomplished many projects like yours, Also I will arrange with you to have a session to provide full illustration for you. Here you can find some of my clients reviews (https://www.freelancer.com/u/mohamedabdelall4 ). Feel free to contact me for further details because I am looking forward working with you. Thanks

$20 USD 7 gün içinde

4,8

(13 değerlendirme)

4,7

@Muhammadzeesha59

Hello Sir/MAM I am a skilled full stack developer. Having rich experience in Java , Python , C , C++ , C# , Eclipse , Sql , Mysql , .Net ,Oracle , Object Oriented Programming , Data Structure , Algorithms . I have a perfect grip on “Automation” , and work in “Machine Learning” Deep Learning ”. My track record as demonstrated in my 100% job completion and 5-star review rating showcases My ability to deliver exceptional results on time and with utmost quality I believe that my skill set makes me the ideal candidate for this project Please come on chat we will discuss more about this I will be waiting for your reply . Thanks and Best Regards

$20 USD 7 gün içinde

5,0

(6 değerlendirme)

3,8

@Fahadghouri7

Being a specialist in Artificial Intelligence, I bring more to the table than just an understanding of metaheuristic optimization - I have the know-how to go beyond expectations. Let's dive into your project requirements: Limited Capacity? Not a problem. Weight and Dimension Constraints? Consider them solved. Your preferred algorithm usage; Simulated Annealing, Hill-Climbing, Steepest Ascent Hill-Climbing with Replacement? Completely proficient. And that's just the beginning. With over 6 years of experience, I have successfully implemented solutions that adapt specific algorithmic approaches to solve challenging problems. Illustratively, my proficiency in Python will be instrumental in analyzing the 'Knapsack and Bin Packing Problems,' allowing me to create detailed reports as you've mentioned in your description.

$10 USD 1 gün içinde

0,0

(0 değerlendirme)

0,0

@hamdyelseedyfre6

As an AI specialist with a proven track record using various algorithms, your search for a Metaheuristic Optimization Specialist ends here! My wide-ranging skills extend to Simulated Annealing, Hill-Climbing, Steepest Ascent Hill-Climbing, Steepest Ascent Hill-Climbing with Replacement, Hill-Climbing with Random Restarts and Tabu Search algorithms - all essential for tackling your Knapsack and Bin Packing Problems. I have meticulously implemented and analyzed these algorithms in the past, allowing me to hone my understanding of their efficacy under real-world constraints. One of the key strengths I bring is my ability to analyze and present complex data sets in an accessible and actionable manner. This comes in handy, considering that the successful completion of your project heavily relies on a meticulous analysis involving representation explanations, tweaking operators and stopping criteria along with corresponding solutions. Besides having strong technical abilities in algorithmic problem-solving, I believe what really sets me apart is my passion for delivering high-quality, efficient solutions that are tailored to meet the needs of each unique project. I'm also no stranger to working under tight deadlines and consistently deliver results - qualities that would be invaluable for this Metaheuristic Optimization project.

$10 USD 2 gün içinde

0,0

(0 değerlendirme)

0,0

@rosscarter1011

Hello my dear friend - Would you like to examine all kinds of algorithms for your field of study and choose the most efficient one? - Do you like to have the documents for the review of the algorithms? - Would you like to have the document for reviewing the algorithms? In this case, you will get enough knowledge and have a research document. The field of the issues you are investigating is related to algorithm design, data structure, and optimization, and I have sufficient skills in these fields.

$19 USD 12 gün içinde

0,0

(0 değerlendirme)

0,0

@huntann837

Howdy! Bin-Packing is a typical NP-Hard Problem, So there is no completed effective solving method. You have to know that. But in this condition, I can do your work better than any other persons. I've got a degree of bachelor in mathematics. Hear you loud and clear, partner! We're talkin' metaheuristics optimization - let's dive right in! Limited capacity? No worries, I'll whip up solutions that fit snugly within your predetermined limits. Weight and dimension constraints? I'll make sure our solutions handle those like a boss. Algorithm extravaganza! Simulated Annealing, Hill-Climbing, Now, about that detailed report - I'll break it down real nice for ya: Representation? Check. Tweaking operators and stopping criteria? Double check. Implementing solutions? You got it. And hey, I'll even run those algorithms 10 times each, plot some averages, and dish out confidence intervals like it's nobody's business. Plus, I'll serve up some descriptive stats and throw in Confidence Intervals plots and Box Plots for good measure. Results commentary? I'll dive deep into the numbers and give you the lowdown on FF, BF, FFD, and BFD like it's hot gossip. So, if you're lookin' for someone to roll up their sleeves and tackle those optimization problems head-on, I'm your go-to guy. Let's make magic happen in the land of sand and sunshine!

$30 USD 7 gün içinde