A Tour of Machine Learning Algorithms - Jason Brownlee
Understanding the Bias-Variance Tradeoff - Scott Fortmann-Roe
An overview of gradient descent optimization algorithms - Sebastian Ruder
Understanding objective functions in neural networks - Lars hulstaert