saw earlier the points are linearly separable. We can train a model with a single fully connected layer followed by a softmax activation, since it is a binary classification task. An important caveat is fourth step, we train a model which trains the embedding table along with it. We use a single hidden layer network9 with a softmax classification head for this task. The size of the softmax classification apply in our case here. Step 1: Vocabulary Creation In this step, we will use a TextVectorization layer from Tensorflow to create a vocabulary of the most relevant words. It finds the top N words in a dataset

. . . . . . . . . . . . . 100 8.1.1 Layer Properties . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 100 8.2 Layer Modes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 321 14.5.6 Open as Layer . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 321 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 353 14.8.11 Show Layer Boundary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 354

. . . . . . . . . . . . . . . . . 101 8.1.1 Layer Properties . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 101 8.2 Layer Modes . . . . . . . . . . . . . . . . . . . . New Layers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 118 8.4 Layer Groups . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 119 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 123 9.1.2 Managing Text Layer . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 124 9.1.3 Text Toolbox .

there are not very many useful things to do then. Layers Dialog: This dialog window shows the layer structure of the currently active image, and allows it to be manipulated in a variety of ways. It the Layers dialog available at all times. Brushs/Patterns/Gradients: The docked dialog below the layer dialog shows the dialogs for managing brushes, patterns and gradients. This is a minimal setup given location in a given layer is zero, the layer is completely transparent, and the color at that location is determined by what lies underneath. When alpha is maximal, the layer is opaque, and the color

..................................................................................... 11 Multi-Layer Perceptron ...................................................................................... .............................................................. 17 Keras iv Layer ................................................................................................. ..................................................................................... 35 Dense Layer .................................................................................................

Selections Removing Selections Display Modes Global Selection Mask (Painting a Selection) Selection from layer transparency Pixel and Vector Selection Types Common Shortcuts while Using Selections Python Scripting animation: How to make a walk cycle Japanese Animation Template Basic structure of its layers Its layer contents Basic steps to make animation Gamut Masks Selecting a gamut mask In the color selector Transparency Blending modes Masks Filters Filter Brush Engine Filter Layers, Filter Masks and Layer Styles Transformations Deform Brush Engine Transform Masks Animation Assistants, Grids and Guides

Floating Selections............... 315 Introduction 316 Basic Layer Operations 317 Mask, Alpha And Selection Operations 322 Layer Align, Adjust And Move Operations 326 Transforms 330 Move tool Shortcut: M {1} Move current layer {1} + Shift Move current even if 100% transparent Ctrl + [arrow key] Move layer 1 pixel Shift + [arrow key] Move layer 25 pixels Alt + [arrow key] Move selection Layers Copy Named Shift + Ctrl + C Dialog Ctrl + L Paste Named Shift + Ctrl + V Raise Layer Ctrl + F Lower Layer Ctrl + B Filters Merge Visible Layers Ctrl + M Repeat Last Alt + F Re-show Last Shift

always one layer that is active in the editor. The active layer is drawn on top of other layers and will be the layer assigned to newly-created objects. The active layer is indicated in the layer selector highlighted in the appearance panel. To change the active layer, you can left-click a layer name in the appearance panel, use the drop-down layer selector in the top toolbar, or use a hotkey. Layers can hide a layer even if it is the active layer. Display order for board layers The display order for board layers is dynamic and depends on which layer is selected as the active layer. The active layer is

always one layer that is active in the editor. The active layer is drawn on top of other layers and will be the layer assigned to newly-created objects. The active layer is indicated in the layer selector highlighted in the appearance panel. To change the active layer, you can left-click a layer name in the appearance panel, use the drop-down layer selector in the top toolbar, or use a hotkey. Layers can can be hidden to simplify the board view. You can hide a layer even if it is the active layer. Display order for board layers NOTE TODO: Explain this. The appearance panel The appearance panel provides

always one layer that is active in the editor. The active layer is drawn on top of other layers and will be the layer assigned to newly-created objects. The active layer is indicated in the layer selector highlighted in the appearance panel. To change the active layer, you can left-click a layer name in the appearance panel, use the drop-down layer selector in the top toolbar, or use a hotkey. Layers can can be hidden to simplify the board view. You can hide a layer even if it is the active layer. Display order for board layers NOTE TODO: Explain this. The appearance panel The appearance panel provides