Software Engineering

Here's a list of those log levels from lowest precedence to highest:

notset (0) - Indicates that ancestor loggers should be consulted for the log level or that all events are logged (default setting)

debug (10) - Detailed information that would be of interest to the developer for diagnostic purposes

info (20) - Information that confirms that your... See more

Why is Continuous Delivery for ML/AI hard(er)?

Since the challenge is not new and many valid solutions exist targeting traditional software projects, is there a reason to treat ML/AI systems any differently? Consider these three core challenges that are endemic in ML, AI, and data projects:

1. Development and debugging cycles are more tedious due to

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Some important formatting rules available in this style guide:

• Use four spaces for code indentation


• Limit all lines to a maximum of 79 characters


• Avoid extraneous whitespace in certain situations (i.e., inside brackets, between trailing comma and close parenthesis, ...)

But remember: The formatting rules should make the code more readable. Sometimes,... See more

• Terraform Providers: Terraform is primarily used for defining the infrastructure resources. Its strength lies in its vast collection of providers that offer standardized ways to interact with various cloud services (AWS, Azure, GCP, etc.) and on-premises infrastructure. These providers are essentially plugins that understand the specific APIs and

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The book Clean Code introduces three laws of TDD [1]:

1. Write a failing unit test first before you start writing production code.


2. Write not more of a unit test than is sufficient to fail.


3. Write not more production code than is sufficient to pass the currently failing test.

So, the tests are written before the production code. This leads to the developer... See more

Your job involves turning the unknown into the known and translating vague ideas into actionable plans. This often involves a blend of:

• Detective work — ask the right questions, collect evidence, build a case theory, validate it


• Isolating uncertainty to the smallest components and proving / disproving theories


• Divide and conquer — breaking down the

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1. Streamlining data exploration and analysis:

• Context-Aware Suggestions: Receive AI-powered suggestions for relevant tools, functions, and libraries based on your specific dataset and analysis goals.


• Contextual search for functions and libraries: Quickly find relevant functions and libraries from various programming languages, such as Python and R,

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Use nested objects for future extensibility

A follow on from the previous tip: try to logically group fields together. The following:

customer.address = {

line1: "Main Street 123",

city: "San Francisco",

postal_code: "12345"

};

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is much cleaner than:

customer.address_line1 = "Main street 123";

customer.address_city... See more

factory_boy

factory_boy is a fixtures replacement based on thoughtbot's factory_bot.

As a fixtures replacement tool, it aims to replace static, hard to maintain fixtures with easy-to-use factories for complex objects.

Instead of building an exhaustive test setup with every possible combination of corner cases, factory_boy allows you to use objects... See more