STATISTICAL AND MACHINE LEARNING MODELS FOR ESTIMATING CROP VARIABLES
$30-250 USD
Paid on delivery
TRAVELLING THERE MIGHT BE DELAY IN REPLYING
Hi, I have a big dataset of several years which consists of crop variables (for e.g A, B, C and D) each of these individual target variables needs to be predicted from a set of 30 independent variables.
I want to implement both statistical (for e.g huber regression, multiple linear regression, etc.. ) and machine learning models (random forest regression, KNN-regressor, XGBoost, etc) to predict the target variables. I will hire someone who has extensive knowledge in implementing machine learning codes in python environment. I will let you choose 4 best statistical models and 4 best machine learning models.
You will also be required to:
1. identify the best test split size for each of the target variables (is it 90:10, 80:20, 70:30, 60:40, 50:50?). For example you identified that 70:30 works best)
2. use this split size to train (70%) the model and test (30%)
3. perform cross-validation
4. hyperparameter tuning
5. minimize overfitting and other issues
6. Generate a table like table 4 in [login to view URL] showing the performance of all statistical and machine learning models using evaluation metrics (R2, RMSE, MAPE, MAE or other metrics)
7. A graph of predicted versus observed like graph of figure 6 in [login to view URL]
8. Finally a predictor importance figure like figure 7 in [login to view URL]
Deadline: 2 months from now (30 June 2023)
Useful reference articles are:
1. [login to view URL]
2. [login to view URL]
CONFIDENTIALITY SHOULD BE MAINTAINED AND DATASET SHOULD BE DELETED AFTER COMPLETION OF PROJECT NDA AND IP AGREEMENT WILL BE SIGNED
Thanks
Ryan
Project ID: #36526039
About the project
37 freelancers are bidding on average $189 for this job
*** Python Expert for your ML project *** I read your project description very carefully. I have a deep understanding and experience in the areas of python that you mentioned. I've previously worked on so many project More
Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python and etc. I hav More
I understand that you are seeking someone to implement machine learning codes in Python environment and identify the best test split size for each of the target variables. Also, I am confident that I can provide the be More
Hello there, I am a Data Analyst/Statistician by practice, and by using appropriate statistical softwares, I can help you discover facts from your pool of data. I run both quantitative and qualitative analysis, profess More
Hello Syy, I hope this message finds you well. I will be able to help you with your project. I read through the description and it sounds like I am just the right person for it. I have the right skill More
Hi , I am sure that I can do this job. I'm artificial intelligence engineer experienced in Machine/Deep Learning using Python programming. Feel free to contact me for further details because I am looking forward worki More
Hello, I am delighted to have come across your project post and express my sincere interest in working with you. As an experienced contractor, I am confident that I possess the skills and expertise required to deliver More
Hey there! I read your project description and I'm excited to take on this challenge. With my experience in Python and data science, I'm confident that I can help you predict your crop variables using the best statist More
Hi! My name is Fernando Téllez. I’m an Electrical Engineer at Universidad Simón Bolívar (USB), one of the most prestigious universities in my country. During my years of professional training, I had the opportunity to More
Hello there I am a ML enginner. I have read your requirements carefully and I can handle it as required. Please contact me for more details. Best regards !
Hello sir, I ready to work right away and I'll provide the highest quality work in the shortest timeframe possible. I will provide you with full analysis of each model trained and will tune the best 4 as you mentioned More
Hi Ryan, I specialize in statistics and have extensive expertise in various statistical analysis tools such as R programming, SPSS, SAS, STATA, and MINITAB. Additionally, I have experience in conducting multivariate s More
I understand that you are looking for someone to implement machine learning codes in python environment and predict crop variables from a set of 30 independent variables. I am confident that I can provide the necessary More
Hello, I understand that you are looking for someone to implement both statistical and machine learning models for predicting crop variables. With my extensive experience in data analysis and machine learning, I belie More
Warm Greetings! Hope you're doing well. As a senior python developer , I have tons of experience in ML, DL and AI. I'm very familar with Tensorflow , scikit-learning, sklearn and I have touched various models including More
If you have access to data and are wondering how to use that data to increase sales, attract new customers, etc., this is the right place to solve all these problems. I will use my machine learning and advanced statist More
Hello, Your request looks like the standard machine learning project. I am used to help students do this kind of tasks. I have a good experience in data sciences in general and I know very well what to do with your r More
