Hotel Booking Prediction Using ANN

 

Hotel Booking Prediction Using ANN

Download Dataset: Hotel Booking Dataset

Go Through Jupyter Notebook



Easy Story to Remember ANN

Think of ANN as a student preparing for an exam:

  • Dataset → Textbook 📘
  • Features → Chapters
  • Input Layer → Student reads the chapters
  • Hidden Layers → Student understands and connects concepts
  • Weights → Importance given to each chapter
  • Bias → Extra adjustment based on experience
  • Activation Function → Decides what information is useful
  • Prediction → Student answers the question
  • Loss → Marks lost due to wrong answers
  • Optimizer (Adam) → Teacher explains mistakes
  • Backpropagation → Student corrects understanding
  • Epoch → One complete revision of the entire textbook
  • Batch → Reading a few pages at a time
  • Accuracy → Final exam score

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