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Let's start the project. To start with the code, we would need some libraries. Please import the same into the environment, as per instructions mentioned below in the Instructions box.
Import the required libraries as mentioned below:
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1 Cat vs Non-cat Classifier - Introduction
2 Cat vs Non-cat Classifier - Workflow
3 Cat vs Non-cat Classifier - Import the Libraries
4 Cat vs Non-cat Classifier - Importing the libraries
5 Cat vs Non-cat Classifier - Load the Dataset
6 Cat vs Non-cat Classifier - Loading the data
7 Cat vs Non-cat Classifier - Split the data
8 Cat vs Non-cat Classifier - Create a numpy array of shape (2,1,10) and containing values from 1 to 20. Now upon using np.squeeze on this array, what would be the shape of the squeezed array?
9 Cat vs Non-cat Classifier - Explore the Dataset
10 Cat vs Non-cat Classifier - Visualize the Data
11 Cat vs Non-cat Classifier - Shape of the data
12 Cat vs Non-cat Classifier - What is the dimensionality of each sample in the dataset?
13 Cat vs Non-cat Classifier - Reshape the Data
14 Cat vs Non-cat Classifier - Reshaping the data
15 Cat vs Non-cat Classifier - Feature Scaling
16 Cat vs Non-cat Classifier - Feature Scaling
17 Cat vs Non-cat Classifier - Define Utility Functions
18 Cat vs Non-cat Classifier - Defining some utility functions
19 Cat vs Non-cat Classifier - Defining some utility functions - Sigmoid Function
20 Cat vs Non-cat Classifier - Defining some utility functions - Initializing Weights
21 Cat vs Non-cat Classifier - Defining some utility functions - Forward Propagation
22 Cat vs Non-cat Classifier - Defining some utility functions - Back Propagation
23 Cat vs Non-cat Classifier - Defining some utility functions - Propagate
24 Cat vs Non-cat Classifier - Defining some utility functions - Predict
25 Cat vs Non-cat Classifier - Defining some utility functions - Get Accuracies
26 Cat vs Non-cat Classifier - Defining some utility functions - Optimize
27 Cat vs Non-cat Classifier - Defining some utility functions - Model
28 Cat vs Non-cat Classifier - Train the Algorithm
29 Cat vs Non-cat Classifier - Training the Algorithm
30 Cat vs Non-cat Classifier - Evaluate the Algorithm
31 Cat vs Non-cat Classifier - Evaluating the model on Test Data
32 Cat vs Non-cat Classifier - Example of Misclassified image
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