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u/secret-diba

r/kaggle r/MachineLearningJobs r/remotepython r/PythonJobs
▲ 5 r/kaggle+2 crossposts

Could you review my Kaggle competition notebook and give feedback?

Hi Kaggle community,

I'm participating in the Kaggriculture competition and I created this notebook as my approach to understanding the dataset and building my solution.

I would really appreciate feedback from experienced Kaggle users and data scientists.

Notebook:
https://www.kaggle.com/code/shorooghahmadi/kaggriculture-economics-farm-manager

I would like to know:

  • Is the notebook structure clear and easy to follow?
  • Are there any mistakes in my analysis or approach?
  • Did I miss any important data exploration steps?
  • What would you improve if this was your competition notebook?
  • Are there any best practices I should follow for future Kaggle competitions?

I'm still improving my competition workflow, so honest and constructive feedback is very welcome.

Thanks to anyone who takes the time to review it. I appreciate any suggestions that can help me improve.

reddit.com
u/secret-diba — 14 days ago
▲ 3 r/kaggle+2 crossposts

**Title:** Free Kaggle Challenge for Practicing Expense Categorization

Body:

Hi everyone,

I recently created a free Kaggle competition focused on expense categorization using transaction data.

The main goal is to provide a practical dataset for learning and experimenting with:

  • Feature engineering
  • Text preprocessing
  • Tabular machine learning
  • Model selection and evaluation

This challenge is intended for anyone who wants to practice their ML skills, whether you're new to Kaggle or already have experience.

Competition:
https://www.kaggle.com/competitions/aurora-gate-expense-categorization-challenge

I'd also really appreciate any feedback on the dataset, evaluation metric, or overall competition design. Suggestions for improving the learning experience are always welcome.

If you decide to participate, I hope you enjoy the challenge and learn something new!

u/secret-diba — 17 days ago
▲ 1 r/PythonJobs

Python Developer | AI & Machine Learning Freelancer [FullRemote]

[FullRemote] I am an independent Python developer and AI freelancer specializing in:

• Python development

• AI and Machine Learning

• Data Analysis

• Automation Scripts

• AI-powered applications

I have experience with Kaggle projects, data processing, model development, and building practical AI solutions.

Available for remote freelance projects and collaborations worldwide.

Skills:

Python • Pandas • NumPy • Scikit-learn • Machine Learning • Data Analysis • AI Agents • Automation • Git/GitHub Available for remote freelance projects and collaborations worldwide.

Feel free to DM me with your project details and requirements.

reddit.com
u/secret-diba — 20 days ago
▲ 6 r/remotepython

Python Developer | AI & Machine Learning Freelancer | Remote

[FullRemote] I am an independent Python developer and AI freelancer specializing in:

• Python development

• AI and Machine Learning

• Data Analysis

• Automation Scripts

• AI-powered applications

I have experience with Kaggle projects, data processing, model development, and building practical AI solutions.

Available for remote freelance projects and collaborations worldwide.

Skills:

Python • Pandas • NumPy • Scikit-learn • Machine Learning • Data Analysis • AI Agents • Automation • Git/GitHub Available for remote freelance projects and collaborations worldwide.

Feel free to DM me with your project details and requirements.

reddit.com
u/secret-diba — 20 days ago
▲ 0 r/PythonJobs

Python Developer | AI & Machine Learning Freelancer | Remote

I am an independent Python developer and AI freelancer specializing in:

• Python development

• AI and Machine Learning

• Data Analysis

• Automation Scripts

• AI-powered applications

I have experience with Kaggle projects, data processing, model development, and building practical AI solutions.

Available for remote freelance projects and collaborations worldwide.

Skills:

Python • Pandas • NumPy • Scikit-learn • Machine Learning • Data Analysis • AI Agents • Automation • Git/GitHub Available for remote freelance projects and collaborations worldwide.

Feel free to DM me with your project details and requirements.

reddit.com
u/secret-diba — 21 days ago