2 Machine learning with Tensorflow

2.1 Machine learning and symbolic computing

1. The ML algorithm design workflow Video   ES      19 mins

2. Linear regression with black box optimizationVideo   PENDING Notebook

3. Introduction to symbolic computingVideo   PENDING Notebook

2.2 Symbolic computing with Tensorflow

1. Computational graphsVideo   PENDING

2. Symbolic computing in TensorflowVideo   PENDING Notebook

3. How Tensors work in TensorflowVideo   PENDING

4. tf.functionVideo   PENDING Notebook

5. Linear regression with low level TensorflowVideo   PENDING Notebook

LAB 1 Low level TensorflowVideo   PENDING Notebook

2.3 Implementing models with Tensorflow and Keras

1. Neural networks with sequential modelsVideo   PENDING Notebook

2. Functional modelsVideo   PENDING Notebook

3. Custom models models and layersVideo   PENDING Notebook

LAB 2 Tensorflow model subclassingVideo   PENDING Notebook

1. The ML algorithm design workflow

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