Project 23: Crop Yield Prediction Using Machine Learning | KNOWLEDGE DOCTOR

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  • Опубликовано: 6 май 2024
  • Welcome to our latest project in the realm of agriculture and machine learning! In this video, we explore the fascinating world of crop yield prediction using advanced machine learning techniques.
    Predicting crop yields accurately is crucial for farmers, agricultural policymakers, and stakeholders to make informed decisions about planting, harvesting, and resource allocation. With the help of machine learning, we can leverage historical data, weather patterns, soil characteristics, and other relevant factors to forecast crop yields with precision.
    In this tutorial, we'll guide you through the process of building a crop yield prediction model using Python and popular machine learning libraries such as TensorFlow and scikit-learn.
    Key highlights of this video include:
    Understanding the importance of crop yield prediction and its impact on agricultural productivity.
    Data preprocessing techniques for handling missing values, outliers, and feature engineering.
    Exploratory data analysis (EDA) to gain insights into the relationships between different variables.
    Implementing regression algorithms such as Linear Regression, Decision Trees, and Random Forest for yield prediction.
    Evaluating the performance of the models using metrics like Mean Absolute Error (MAE) and Root Mean Squared Error (RMSE).
    Deploying the trained model for real-time predictions and scalability considerations.
    Whether you're a farmer looking to optimize your crop production or a data scientist interested in applying machine learning to agriculture, this project offers valuable insights and practical knowledge.
    🔗 Useful Links & Resources:
    Dataset Source: www.kaggle.com/datasets/patel...
    Code Repository: github.com/Chando0185/Crop_Yi...
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    Stay tuned for upcoming projects, and happy farming!

Комментарии • 10

  • @Sindhu.Venkatesh
    @Sindhu.Venkatesh Месяц назад +1

    Which is the algorithm used here??

  • @maximalopgaming2942
    @maximalopgaming2942 2 месяца назад +1

    Sir Next video on real time face recognition please using deep learning just like your other deep learning series

    • @knowledgedoctor3849
      @knowledgedoctor3849  2 месяца назад

      Slowly Slowly Ane Do Mujhe, I Will Definitely Making Tutorial On That🌻

    • @maximalopgaming2942
      @maximalopgaming2942 2 месяца назад

      Sir my final project is in the end of this month, so please do as soon as possible before the months end please sir help me🙏

  • @surendas6935
    @surendas6935 2 месяца назад

    Sir please next video on real time face recognition on your deep learning series

  • @khaledmerit9417
    @khaledmerit9417 2 месяца назад

    Sir please next video violence detection on real-time in video surveillance

    • @knowledgedoctor3849
      @knowledgedoctor3849  2 месяца назад

      Yeah, Deep Learning Based Face Related Project Will Coming Soon🌻

    • @maximalopgaming2942
      @maximalopgaming2942 2 месяца назад

      Sir please do real time face recognition as soon as possible before the months end please help me sir🙏

  • @HarshaPaluru-uu8qx
    @HarshaPaluru-uu8qx Месяц назад

    Sources code can u tell sir