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Part 16: B...
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Part 16: Building Your Own AI - Building an End-to- End AI Project: A Case Study

  • Bringing an AI project to life involves integrating multiple concepts into a seamless pipeline.
  • The key steps in building an end-to-end AI project include defining the project, data collection and preparation, building the model, training the model, evaluating the model, deployment, and monitoring and updating.
  • For this case study, an image classifier that distinguishes between cats and dogs is built.
  • The process involves selecting a real-world problem, gathering and preprocessing the data, selecting and implementing the model using TensorFlow/Keras, training and evaluating the model, saving and deploying the model using Flask, and hosting it on platforms like Heroku or AWS Lambda.

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