README.md

machine learning certs and examples

Example machine learning projects in Python with tensorflow and other tools

PROJECTS:

• Machine Learning and Data Science IBM professional certifications
• Enefit Kaggle energy prosumer competition
• t-SNE maps with SAMHSA mental health data
• MNIST handwriting digit recognition
• Geometric deep learning
• Regularization neural networks

HOW TO USE t-SNE:

• https://distill.pub/2016/misread-tsne/
• https://medium.com/@violante.andre/an-introduction-to-t-sne-with-python-example-47e6ae7dc58f

PAPERS:

• https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6783390/

GENERAL DATA SOURCES:

• https://www.cdc.gov/mentalhealth/data_publications/index.htm
• https://www.datafiles.samhsa.gov

CHOSEN DATASETS:

• MNIST Handwritten Digits: https://www.kaggle.com/datasets/oddrationale/mnist-in-csv
• National Health and Nutrition Survey: https://www.cdc.gov/nchs/nhanes/index.htm
• Mental Health Client-Level Data - https://www.datafiles.samhsa.gov/dataset/mental-health-client-level-data-2021-mh-cld-2021-ds0001

KAGGLE COMPETITIONS:

• https://www.kaggle.com/competitions/predict-energy-behavior-of-prosumers

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