diff --git a/links.md b/links.md
index ff94454..247dbed 100644
--- a/links.md
+++ b/links.md
@@ -1,4 +1,6 @@
 - [classical ML classifiers playground](https://www.ccom.ucsd.edu/~cdeotte/programs/classify.html)
 - [DNN classifier playground](https://www.ccom.ucsd.edu/~cdeotte/programs/neuralnetwork.html)
 - [MNIST classifier playground](https://www.ccom.ucsd.edu/~cdeotte/programs/MNIST.html)
-- [implementing backprop](https://github.com/antonyxsik/NeuralNetExperiments/blob/55a8ea524802e9ab6c6e43adaab654aac736d0bd/NeuralNetFromScratch/model_NN.py#L115)
\ No newline at end of file
+- [implementing backprop](https://github.com/antonyxsik/NeuralNetExperiments/blob/55a8ea524802e9ab6c6e43adaab654aac736d0bd/NeuralNetFromScratch/model_NN.py#L115)
+- [Intro to CNNs Article 1](https://towardsdatascience.com/a-comprehensive-guide-to-convolutional-neural-networks-the-eli5-way-3bd2b1164a53)
+- [Intro to CNNs Article 2](https://cs231n.github.io/convolutional-networks/)