You can use Python dataclasses with Python match statements to create cleaner and more readable code. This approach can be particularly useful when setting conditions based on multiple attributes of a class.
Enhance Code Readability with Python Dataclasses and Match Statements Read More »
Starting from Python 3.10, the match statement offers an alternative to if-else statements for executing multiple conditional statements.
Match statements can provide a more concise and readable syntax, especially when dealing with complex pattern-matching scenarios.
Simplify Conditional Execution with Match Statements Read More »
As of pandas 2.0, data in pandas can be stored in PyArrow arrays in addition to NumPy arrays. PyArrow arrays provide a wide range of data types compared to NumPy.
One significant advantage of PyArrow arrays is their string datatype, which offers superior speed and memory efficiency than storing strings using object types.
Efficient String Data Handling in pandas 2.0 with PyArrow Arrays Read More »
In Python, there are two options for creating new directories and files: os and pathlib. Personally, I find pathlib to be a better choice as it offers simplicity and ease of understanding.
To save disk space on large datasets, use Parquet files instead of CSV. Because Parquet files are compressed, they take up less space on disk and in memory than uncompressed CSV files.
For a 1 million row, 10 column dataset, storing it as CSV takes about 189.59 MB, while storing it as Parquet takes around 78.96 MB, saving approximately 110.63 MB of storage.
zip allows you to aggregate elements from each of the iterables. However, if the iterables are not the same length, the remaining elements of the longer iterables are not paired, potentially leading to unnoticed bugs.
Starting with Python 3.10, using the strict keyword argument with zip raises a ValueError if the lengths of the iterables are unequal.
Python 3.10’s strict=True: Preventing Data Loss in zip Operations Read More »
Use mixin instead of inheritance to add shared functionality without changing the primary structure of a class.
In the example above, the inheritance-based approach assumes that the PickleableModel class has a .model attribute that needs to be serialized. This assumption may not be true for all subclasses.
The PickleableMixin can be applied to any class that needs serialization, not just machine learning models.
Use Mixins Over Inheritance for Enhanced Modularity Read More »
Even if two class instances have the same attributes, they are not equal because they are stored in separate memory locations.
To define a custom comparison method for class instances, use the __eq__ method.
F-strings simplify date and time display with curly braces and format control.
F-strings: Making Date and Time Display a Breeze Read More »
Hard-coded values without proper context can decrease code readability.
By using an Enum, meaningful names can be assigned to these values, improving code readability.