Summary for Deep Learning Hosted by Deeplearning.ai

Last updated on:19 days ago

Time goes by quickly, and I also accomplished four courses of Deep learning specialization hosted by Deeplearning.ai. The lecture is still Andrew Ng. But at this time, I don’t feel sad anymore because Andrew is smiling at the end, “To do whatever you think is the best of what you can do for humanity.” Thanks to Deeplearning.ai, I master the basic concept of deep learning.

Outline

  1. Neural networks and deep learning
  2. Improving deep neural networks: hyperparameter tuning, regularization and optimization
  3. Structuring machine learning projects
  4. Convolutional neural networks
  5. Sequence models

Program Assignments

anthonyweidai/AndrewNg-DeepLearning

Xiaohu Blogs

[Summary for Deep Learning Hosted by Deeplearning.ai](https://anthonydave.top/Deep Learning/Summary-for-Deep-Learning-Hosted-by-Deeplearning-ai/)

[How dose regularization work in ML and DL? - Class review](https://anthonydave.top/Deep Learning/How-dose-regularization-work-in-ML-and-DL-Class-Review/)

[Weight Initialization Methods - Class review](https://anthonydave.top/Deep Learning/Weight-Initialization-Methods-Class-Review/)

[Optimization algorithms for learning systems - Class review](https://anthonydave.top/Deep Learning/Optimization-algorithms-for-learning-systems-Class-Review/)

[Hyperparameters Tuning and Batch Normalization - Class review](https://anthonydave.top/Deep Learning/Hyperparameters-Tuning-and-Batch-Normalization-Class-Review/)

[Carrying out error analysis - Class review](https://anthonydave.top/Deep Learning/Carrying-out-error-analysis-Class-Review/)

[Learning from Multiple Tasks - Class Review](https://anthonydave.top/Deep Learning/Learning-from-Multiple-Tasks-Class-Review/)

[Foundations of convolutional neural networks — Class review](https://anthonydave.top/Deep Learning/Foundations-of-convolutional-neural-networks-—-Class-review/)

[Learning from Multiple Tasks - Class Review](https://anthonydave.top/Deep Learning/Learning-from-Multiple-Tasks-Class-Review/)

[Case study of classic networks - Class review](https://anthonydave.top/Deep Learning/Case-study-of-classic-networks-Class-review/)

[Inception network - Class Review](https://anthonydave.top/Deep Learning/Inception-network-Class-Review/)

[MoblieNets - Class review](https://anthonydave.top/Deep Learning/MoblieNets-Class-review/)

[Object detection - class review](https://anthonydave.top/Deep Learning/Obejct-detection-class-review/)

[YOLO algorithm](https://anthonydave.top/Deep Learning/YOLO-algorithm/)

[Semantic segmentation with U-Net - Class review](https://anthonydave.top/Deep Learning/Semantic-segmentation-with-U-Net-Class-review/)

[Face recognition —— Class Review](https://anthonydave.top/Deep Learning/Face-recognition-——-Class-Review/)

[Neural style transfer —— Class review](https://anthonydave.top/Deep Learning/Neural-style-transfer-——-Class-review/)

Reference

[1] Deeplearning.ai, Deep Learning Specialization