Aayushktyagi / Structured_Data

Approaches for Structured Datasets

Structured Data

Repository contains variour approaches for handling Structured Datasets

Fuel Price Prediction

It is baseline regression problem using Auto MPG (Mile per gallon) Dataset. Notebook Covers following

• Loading data into keras with datset.data format
• Data cleaning by removing NA entries
• Catarogical to numerical conversion
• Data visualization using pairplot
• Data normalization
• Training Neural network for regression task
• Regularizing Neural network using Early stopping
• Model Evaluation and prediction

Heart Disease Classification

It is baseline classification problem using Heart dataset Notebook Covers following

• Loading dataset from csv file
• Converting DataFrame to tensor
• Feature handling
  • Numeric feature column
  • Buckedized feature column
  • Categorical column
  • Embedding feature column
  • Cross feature columns
• Training Neural network
• Model evaluation