Introduction to Word Embeddings Word Representation Word representation \[V=[a,aaron,…,zulu,<UNK>] […]
Why sequence models Examples of sequence data Speech recognition x: wave🌊 y: “The quick brown fox jumped […]
[mathjax] Face Recognition What is face recognition? Face verification vs. face recognition Verification Input […]
Key Concepts Remember the vocabulary of object detection (landmark, anchor, bounding box, grid, …) Under […]
Key Concepts Understand and Implement a Residual network Clone a repository from github and use transfer learn […]
Key Concepts Understand the convolution operation Understand the pooling operation Remember the vocabulary use […]
Key Concepts Understand what multi-task learning and transfer learning are Recognize bias, variance and data-m […]
Key Concepts Apply satisficing and optimizing metrics to set up your goal for ML projects Take the correct ML […]
Key Concepts Master the process of hyperparameter tuning [mathjax]\(\require{cancel}\) Improving Deep Neural N […]
Key Concepts Know the benefits of learning rate decay and apply it to your optimization Remember different opt […]