Data Science and Machine Learning: Making Data-Driven Decisions

Discussion in 'IT and Computer-Related Degrees' started by Dustin, Jan 24, 2022.

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  1. Dustin

    Dustin Well-Known Member

    Delivered by Great Learning with MIT's stamp. I am rather unconvinced they can pack all of this in 10 (actually 9) weeks. They boast 30 hours of recorded lectures.

    https://www.mygreatlearning.com/mit-data-science-machine-learning-program/

    I had to put my email and phone number (!) in to get a brochure.

    They claim you'll complete "a portfolio of 3 real-life projects and 15+ case studies"
    • First 2 weeks are an intro to Python and statistics.
    • Week 3 is half on K-Means Clustering, and half on Eigenvectors, PCA, Spectral and Modularity Clustering.
    • Week 4 is linear and logistic regression, validation and cross-validation, lasso/ridge regularization and regression trees, Random Forest, and boosted Random Forests
    • Week 5 is model evaluation (precision, recall, F1 score), logistic and probit regression, hypothesis testing, SVMs and perceptrons (which are part of neural networks.)
    • Week 6 is Deep Learning (artificial intelligence) for image classification
    • Week 7 is a break week.
    • Week 8 is recommendation systems using collaborative filtering
    • Week 9 is graphical models using Kalman filtering (something I'm not familiar with)
    • Week 10 is case studies and additional stuff on deep learning.

    Cost is $1700.
     
  2. Vonnegut

    Vonnegut Well-Known Member

    That would be an amazing program, FT with 30 hours a week dedication. With 3 hours of weekly lecture per topic… mad props if they’ve pulled it off.
     
  3. Dustin

    Dustin Well-Known Member

    After putting in my info to download the brochure I got an immediate email from "my advisor" to learn more eligibility eligibility a phone call and second email 4 hours later when they couldn't couldn't me. Very pushy.
     

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