Solved programming exercises from the Advanced Machine Learning specialization by National Research University on Coursera.
NOTE: For reference purpose only. Use only if you get stuck really bad. Try to do mostly by yourself, it helps in the long run.
- Week 1
- Programming Assignment: Linear models and optimization
- Week 2
- Programming Assignment: TensorFlow Task
- Peer-graded Assignment: my1stNN
- Programming Assignment: Keras Task
- Week 3
- Programming Assignment: Your first CNN on CIFAR-10
- Programming Assignment: Fine-tuning InceptionV3 for flowers classification
- Week 4
- Programming Assignment: Simple Autoencoder
- (Optional) Honors Programming Assignment: Generative Adversarial Networks
- Week 5
- Programming Assignment: Generating Names with RNNs
- Week 6
- Final Project: Image Captioning
- Week 1
- Programming Assignment: Pandas Basics
- Week 2
- Programming Assignment: Data Leakages
- Week 3
- Programming Assignment: Mean Encodings
- Week 4
- Programming Assignment: Ensembling
The remaining notebooks will be added soon. Stay tuned.