Machine Learning Lab: Binary Classification

完了済み 投稿 3年前 着払い
完了済み 着払い

Hello there,

I would like somebody who has done binary classification machine learning in the past to predict income (0-1). This problem must be easy for the individual, since the task must be completed in a short time.

I would like the task to be done in a Python Jupyter notebook.

There are NaN values in both categorical and numerical columns in the dataset. Columns and rows containing only NaN values must be dropped. Including one duplicate column.

You should be left with NaN values in only two of the columns. The missing values for the categorical column and numerical column must then be imputed using an appropriate machine learning models. (not mean/mode etc.)

The categorical features should also be encoded in the most "intelligent" way. Taking nominal/ordinal features into consideration and deciding on the best route for the dataset (or more than one method can be used and the best one decided on based on model performance at the end when changing between the two). Perhaps one-hot encoding will cause high dimensional for features with more than 4 categories? If you are an experienced data scientist, you should be able to gauge what is best here.

Feature selection should then be done.

And then the prepared data set should be fitted to different appropriate model/algorithm based on what would be best in this case.

The dataset should be split for training, testing and validation.

About 4-5 different models should be applied and the output checked/validated with various metrics and a visual to compare.

Some text should be added to note why decisions were made and why a certain model/algorithm was decided on. Also shortly discuss the metrics considered to evaluate the performance of the model.

Comment should be made throughout so that the user would understand the solution of the tutorial.

The original tutorial came with a rubric, but no solutions manual. Please use the rubric to guide you.

Thank you.

PS: The Max file size was exceeded when adding the Rubric. I will share that once you have been selected for the task.

Python Machine Learning (ML) アルゴリズム Data Science 統計

プロジェクトID: #26806771

プロジェクトについて

18個の提案 リモートプロジェクト アクティブ 3年前

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yhyhy3

I’m a senior data scientist at [login to view URL] (Silicon Valley startup) and graduated with a masters in Computer Science (AI track) from Stanford University. Relevant Skills and Experience Stanford AI Masters graduate Current もっと

$100 USD 1日以内
(レビュー1件)
2.0

18人のフリーランサーが、平均$117 で、この仕事に入札しています。

HamzaBashirr

I can help you. I have done similar projecta to that in machine learning and deep learning. Inbox me

$233 USD 1日以内
(128件のレビュー)
6.5
Statxn

----------------------------------------------- Hello Sir/Madam As an engineer in statistics and applied economics as well as IT development technician. moreover, I am very proficient in the language of R and Python. I もっと

$100 USD 3日以内
(94件のレビュー)
5.9
qaisrani123

i m ml expert with python. i can handle your binary classification task by using different ml based classification algorithms. I will also provide the performance evaluation creteria. let us start chat and discuss more もっと

$100 USD 1日以内
(56件のレビュー)
5.6
sgadou

Hi, there. I am a machine learning engineer with 5+ years of hands-on experience. Carefully checked your requirements, I think I am capable of doing this job. Hope to have a chance to discusss. Best regards, Sgadou

$200 USD 2日以内
(15件のレビュー)
5.2
BellaMenteInc

Hi, We have team of ACM-ICPC Finalists and Competitive Programmers and have stronghold on Computer Vision, NLP and Optimization algorithms. We can guarantee you the project completion after discussing details about th もっと

$150 USD 3日以内
(32件のレビュー)
4.8
braincenter

Hello, Hope this message finds you well, I checked your details and I believe that my experience is what you are looking 4. I have been working on similar projects for the past eight years, and I have the essential sk もっと

$150 USD 7日以内
(26件のレビュー)
5.2
bismaakram

Hi! I can do this binary classification problem. Please message me so we can discuss it. I will provide you good results in least time.

$50 USD 1日以内
(13件のレビュー)
4.0
mohammedeldor

Hello, I read your requirements very well and I had a similar one done few days ago and I can help you and offer you a high value project . I am well experience in machine learning especially in python, so I am sure yo もっと

$100 USD 3日以内
(0件のレビュー)
1.8
renadnaw

I'm an amateur data scientist but I've got decent experience creating accurate classification models for both .csv and image data so I believe this task is right up my alley.

$100 USD 3日以内
(0件のレビュー)
0.0
jawherkoussani

Greetings. I would like to help you in your machine learning project. I have a certification in machine learning with python and I've done a lot of projects using Jupyter notebook which qualifies me for this position. もっと

$100 USD 2日以内
(レビュー1件)
0.0
tulika001

As you know I have completed numerous challenges in Kaggle and won medal .I'm certain that I'll be able to complete the project in stipulated amount of time.

$100 USD 7日以内
(0件のレビュー)
0.0
Vishal98765

I read your task and i will put all my efforts to do your project . i have experience in the data analysis and i will try to give you a project before time

$80 USD 4日以内
(0件のレビュー)
0.0
DataSteer

Hello, I'm experienced with machine learning binary classification and completed similar projects in the past. I would like to work on this project. I'd suggest working with AdaBoost with Decision Tree or Random Fores もっと

$60 USD 2日以内
(0件のレビュー)
0.0