data analysis (MAX $30) WILL NOT FUND MORE
$10-30 USD
Thanh toán khi bàn giao
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: 1 month from now (5 July 2023)
Useful reference articles are:
1. [login to view URL]
2. [login to view URL]
PLEASE NOTE THE PYTHON CODE IS READY AND YOU ONLY HAVE TO RUN AND GENERATE THE GRAPHS, TABLES (EXPORT DATA TO WORD AND BUILD SIMPLE TABLES). IMPLEMENT A CODE SIMPLE STATISTICAL ANALYSIS COMPARING TREATMENTS ETC.. DESCRIPTIVE STATISTICS
CONFIDENTIALITY SHOULD BE MAINTAINED AND DATASET SHOULD BE DELETED AFTER COMPLETION OF PROJECT NDA AND IP AGREEMENT WILL BE SIGNED
Thanks
Ryan
ID dự án: #36685321
Về dự án
12 freelancer chào giá trung bình$25 cho công việc này
Hello there, I am a Data Analyst by practice, and by using appropriate statistical softwares, I can help you discover facts from your data pool. I run both quantitative and qualitative analysis professionally; I use Ms Thêm
---------------- Hey, I'm interested in your project. Please send me a message so that we can discuss more. -------------------------
Hi sir Im Edvin I am completely in control of your project and I will do it for you completely and carefully I’m PhD in Machine Learning and Deep learning. senior data anlalyst &Scienctist. . 7 years of experience i Thêm
Dear Client, This is the third project I am bidding for with this account and have hence bid with a lower amount so that you would give me priority. I am looking for experience and reviews right now. Our highly skill Thêm
Data Scientist: Expert in statistical & ML models. Implementing Python code, evaluating performance, generating tables/graphs. Deadline: 5 July 2023. Confidentiality assured.
Every one has some unique skills i hope am also like handling any projects on pressure i can complete it by within deadline and i have skills to execute the project with clearly and make it easy to understand for every Thêm
