AML-Specialization-Exercises-Coursera

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.

Table of Contents

Course 1: Introduction To Deep Learning

• 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

Course 2: How to Win a Data Science Competition: Learn from Top Kagglers

• 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 for updates. _