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MLOps, Notebook, Modular, Command for showing tensorboard:tensorboard -…

- - - - Utils
        
        This file contains frequently used function ie create dir, load files, read yaml, file size etc
        
        Data Ingestion
        
        Update these files
        
        config.yaml
        
        secrets.yaml [Optional]
        
        params.yaml
        
        2 more items...
        
        At this stage doesnt needed
        
        Create a folder name artifact 2.Download and unzip the data into the folder
        
        Prepare base Model
        
        Update these files for base model
        
        config.yaml
        
        secrets.yaml [Optional]
        
        2 more items...
        
        It defines paths for the root directory, original base model, and updated base model
        
        Prepare Callbacks
        
        Update these files for callbacks
        
        config.yaml
        
        2 more items...
        
        Training
        
        Update these files for training
        
        1 more item...
        
        Evaluation
        
        2 more items...
        
        (This class is used to represent the configuration for data ingestion.)
        
        Entity:
        from dataclasses import dataclass
        from pathlib import Path
        dataclass(frozen=True)
        class DataIngestionConfig:
        root_dir: Path
        source_URL: str
        local_data_file: Path
        unzip_dir: Path
        
        Make a new file or init file update
        
        readyaml
        
        create dir
        
        save json
        
        load json
      - Purpose
        
        This module helps in logging the changes or errors in the code
      - Create your logging logic in the src/init.py file (so that you can easily import
        
        Test it by making a file test.py and import it
    - - This module helps in making the local package for the importing purpose