Advanced Learning Algorithms

• Week 1

  • Practice quiz: Neural networks intuition

  • Practice quiz: Neural network model

  • Practice quiz: TensorFlow implementation

  • Practice quiz : Neural Networks Implementation in Numpy

  • Optional Labs

    • Neurons and Layers

    • Coffee Roasting

    • Coffee Roasting Using Numpy

  • Programming Assignment

    • Neural Networks for Binary Classification

  
  

• Week 2

  • Practice quiz : Neural Networks Training

  • Practice quiz : Activation Functions

  • Practice quiz : Multiclass Classification

  • Practice quiz : Additional Neural Networks Concepts

  • Optional Labs

    • RElu

    • Softmax

    • Multiclass Classification

  • Programming Assignment

    • Neural Networks For Handwritten Digit Recogonition - Multiclass

• Week 3

  • Practice quiz : Advice for Applying Machine Learning

  • Practice quiz : Bias and Variance

  • Practice quiz : Machine Learning Development Process

  • Programming Assignment

    • Advice for Applied Machine Learning

• Week 4

  • Practice quiz : Decision Trees

  • Practice Quiz : Decision Trees Learning

  • Practice quiz : Decision Trees Ensembles

  • Programming Assignment

    • Decision Trees

Certificate of Completion