Case Study in 05.2021
We are what we eat. Science and literature suggest that nutritional intakes have more impact on fitness and weight control than exercise alone. This case study aims to experiment with a series of machine learning models to effectively analyze and classify particular diet types among a large set of recipes to help people on special diets identify the most suitable dishes to accomplish their diverse dietary objectives.
Help people on special diets quickly identify the most suitable dishes by analyzing recipe ingredients.
- Prepare
- Build
- Deliver
- Clark, J. E. (2015). Diet, exercise or diet with exercise: comparing the effectiveness of treatment options for weight-loss and changes in fitness for adults (18–65 years old) who are overfat, or obese; systematic review and meta-analysis. Journal of Diabetes & Metabolic Disorders, 14(1), 3. https://doi.org/10.1186/s40200-015-0154-1
- Beck, K., Thomson, J. S., Swift, R. J., & von Hurst, P. R. (2015). Role of nutrition in performance enhancement and postexercise recovery. Open Access Journal of Sports Medicine, 259. https://doi.org/10.2147/oajsm.s33605
- Cintineo, H. P., Arent, M. A., Antonio, J., & Arent, S. M. (2018). Effects of Protein Supplementation on Performance and Recovery in Resistance and Endurance Training. Frontiers in nutrition, 5, 1. https://doi.org/10.3389/fnut.2018.00083
- Martone, A. M., Marzetti, E., Calvani, R., Picca, A., Tosato, M., Santoro, L., Di Giorgio, A., Nesci, A., Sisto, A., Santoliquido, A., & Landi, F. (2017). Exercise and Protein Intake: A Synergistic Approach against Sarcopenia. BioMed Research International, 2017, 1–7. https://doi.org/10.1155/2017/2672435
- Aoi, W., Naito, Y., & Yoshikawa, T. (2006). Exercise and functional foods. Nutrition Journal, 5(1), 2. https://doi.org/10.1186/1475-2891-5-15
- Paoli, A., Rubini, A., Volek, J. S., & Grimaldi, K. A. (2013). Beyond weight loss: a review of the therapeutic uses of very-low-carbohydrate (ketogenic) diets. European journal of clinical nutrition, 67(8), 789-796.
- Johns, D. J., Hartmann-Boyce, J., Jebb, S. A., & Aveyard, P. (2014). Diet or Exercise Interventions vs Combined Behavioral Weight Management Programs: A Systematic Review and Meta-Analysis of Direct Comparisons. Journal of the Academy of Nutrition and Dietetics, 114(10), 1557–1568. https://doi.org/10.1016/j.jand.2014.07.005