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my-solutions-deeplearning.ai-coursera's Introduction

My-Solutions-deeplearning.ai-Coursera

This repo contains all my work for this specialization. The codes for the assignments are pushed in this repo. Most of the code is pre-written, my code goes in the space below "START CODE HERE".

Currently, this repo has 3 major parts you may be interested in and I will give a list here.

Programming Assignments

Course 1: Neural Networks and Deep Learning

  • Logistic Resgression with a Neural Network mindset
  • PLanar data classification with one hidden layer
  • Building your Deep Neural Network
  • Deep Neaural Network for Image Classification: Application

Course 2: Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

  • Initialization
  • Regularization
  • Gradient Checking
  • Optimization Methods
  • Tensorflow Tutorial

Course 3: Structuring Machine Learning Projects

  • There is no PA for this course. But this course comes with very interesting case study quizzes.

Course 4: Convolutional Neural Networks

  • Convolutional Model: step-by-step
  • Convolutional Model: Application
  • Keras Tutorial - Happy House
  • Residual Networks

Course 5: Sequence Models

  • Building a Recurrent Neural Network - Step-by-Step
  • Character level language model - Dinosaurun land

Quizzes

I have completed all the quizes in every course in this specialization.

References

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