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THE DAILY INDEX

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ARTICLES & TUTORIALS

TLDR Web Dev

4 STRATEGIES FOR MIGRATING MONOLITHIC APPS TO MICROSERVICES

Best practices for migrating monolithic applications to microservices in containerized Kubernetes environments include understanding the monolith's dependencies, taking an incremental approach, loosely coupling microservices, and implementing end-to-end observability. DevOps teams are commonly under pressure to make this migration to optimize the software delivery life cycle, reduce fragility, and create shorter release cycles.

WHY IS MACHINE LEARNING 'HARD'?

Difficulty in machine learning (ML) is not primarily due to mathematics, but rather the need to build an intuition for selecting the right tools and debugging. Debugging in ML is exponentially harder than in standard software engineering due to multiple dimensions of potential issues involving algorithms, implementation, data, and model correctness. The long debugging cycles in ML, which can be days or even weeks, make parallel experimentation necessary.

BOTTLENECK OF SCALEUPS #06: ONBOARDING

A well-structured onboarding process not only grants access to new hires, but also integrates new employees socially and culturally. A bottleneck in the onboarding process can be identified by delays in accessing tools and systems, the inability of new developers to make production deployments quickly, newcomers feeling orphaned, excessive focus on individual work, resistance to change, slow completion of seemingly simple tasks, high turnover of newcomers, and documentation that can't answer new hires' questions. An optimized onboarding process maximizes the productivity of new employees.

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