I’ve completed several courses from DeepLearning and Coursera for AIDL using Python.

One of the most interesting topics is multi-head masked self-attention in transformers. That’s got to be one of the most remarkable breakthroughs in computer science of our time. Then there’s back propagation at the core of neural networks which is optimizing a cost function using derivatives from calculus. If you think about it, that is really incredible also. IIRC backprop was invented/discovered in the 1950’s or so. I wonder if those researchers could have imagined what AI looks like today.

##### Natural Language Processing with Attention Models

[https://www.coursera.org/account/accomplishments/certificate/39R93C6PG2K3](https://www.coursera.org/account/accomplishments/certificate/39R93C6PG2K3)

##### Natural Language Processing with Sequence Models

[https://www.coursera.org/account/accomplishments/certificate/FJTVCXJ2EZMQ](https://www.coursera.org/account/accomplishments/certificate/FJTVCXJ2EZMQ)

##### Natural Language Processing with Probabilistic Models

[https://www.coursera.org/account/accomplishments/certificate/NQB2RM5MQR2R](https://www.coursera.org/account/accomplishments/certificate/NQB2RM5MQR2R)

##### Natural Language Processing with Classification and Vector Spaces

[https://www.coursera.org/account/accomplishments/certificate/CNAT67ZYNBA2](https://www.coursera.org/account/accomplishments/certificate/CNAT67ZYNBA2)

##### Sequence Models

[https://www.coursera.org/account/accomplishments/certificate/22FN5NM7SZ6Q](https://www.coursera.org/account/accomplishments/certificate/22FN5NM7SZ6Q)

##### Convolutional Neural Networks

[https://www.coursera.org/account/accomplishments/certificate/BTG9PEYCXT6D](https://www.coursera.org/account/accomplishments/certificate/BTG9PEYCXT6D)

##### Structuring Machine Learning Projects

[https://www.coursera.org/account/accomplishments/certificate/EMU4U7MVBPK8](https://www.coursera.org/account/accomplishments/certificate/EMU4U7MVBPK8)

##### Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

[https://www.coursera.org/account/accomplishments/certificate/JDNU4ELTQ4Z5](https://www.coursera.org/account/accomplishments/certificate/JDNU4ELTQ4Z5)

##### Neural Networks and Deep Learning

[https://www.coursera.org/account/accomplishments/certificate/5ESUBYG4LKYD](https://www.coursera.org/account/accomplishments/certificate/5ESUBYG4LKYD)