Write Bernoulli GLM from scratch

[ineslaranjeira]

• [x] read about GLM and Bernoulli GLM
• [x] do Neuromatch tutorials
• [x] get gradient descent to work
• [x] add intercept
• [ ] how to test fits with more predictors - fit on test data?; simulate data with all predictors?
• [ ] add more parameters to have lapses and so on: write down gradients

[ineslaranjeira]

https://medium.com/@IwriteDSblog/gradient-descent-for-logistics-regression-in-python-18e033775082

[ineslaranjeira]

https://medium.com/analytics-vidhya/logistic-regression-with-gradient-descent-explained-machine-learning-a9a12b38d710 for derivative of the cost function

[ineslaranjeira]

https://developer.ibm.com/articles/implementing-logistic-regression-from-scratch-in-python/