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Crop Recommender System using ML #1034

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kanchanraiii opened this issue May 15, 2024 · 3 comments · Fixed by #1140
Closed

Crop Recommender System using ML #1034

kanchanraiii opened this issue May 15, 2024 · 3 comments · Fixed by #1140
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Assigned gssoc This level is for GSSOC level2 Under level 2

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@kanchanraiii
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Is your feature request related to a problem? Please describe.

The objective of this project is to suggests suitable crops based on factors like soil type, climate conditions, ph of soil. It aims to optimize crop selection for higher yields and profitability.

Describe the solution you'd like.

By performing the necessary EDA of the dataset we can identify essential features for the model and use a suitable machine learning algorithm for this problem.

Flow of project

1.Type of Machine Learning Problem: Classification (as we recommend a crop based on soil characteristics)
2.Performing EDA
3.Suitable Algorithm to be used: Logistic Regression/SVM/Naive Byes
4.Final Model Selection: Select a model with highest accuracy
5.Building GUI: Utilizing Streamlit/Tkinter for a better user interface.

Describe alternatives you've considered.

An alternate solution for the above problem could be performing a comparitive study on how different models perform against each other.

Add any other context or screenshots about the feature request here.

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@kanchanraiii
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kindly assign this issue under GSSOC'24

@sayan-iiitian
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@Kushal997-das Kindly assign this issue to me #1034. I want to build a model from scratch. But I need time.

@kanchanraiii
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kanchanraiii commented May 18, 2024

@Kushal997-das Kindly assign this issue to me #1034. I want to build a model from scratch. But I need time.

Hey i wanna build this ,, i have opened this issue 😄.

@Kushal997-das Kushal997-das added Assigned gssoc This level is for GSSOC level1 Under level 1 labels May 22, 2024
@Kushal997-das Kushal997-das added level2 Under level 2 and removed level1 Under level 1 labels May 30, 2024
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Assigned gssoc This level is for GSSOC level2 Under level 2
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