The demand for specialized computer hardware for training and running machine learning software has surged, causing a shortage of server chips. Major cloud server providers such as Amazon, Microsoft, Google, and Oracle have limited availability, with some customers reporting monthslong wait times to.. read more  

Google Cloud provides a reliable and efficient upgrade tool for MySQL instance using theData Migration Service (DMS). The migration process involves the creation of a connection profile on the source instance, creating a read replica with minimal load on the primary instance, and creating a dump. Y.. read more  

Cloud Bigtable is a NoSQL database servicewith single-digit millisecond latency for reads and writes. However, unexpected latency can occur in complex infrastructure with millions of interactions. To monitor resources, several real-time dashboards and tools are available for debugging and recognizin.. read more  

Horizontal Pod Autoscaler (HPA)is one important feature of GKE to allow automatic scaling of the number of pod deployments based on different metrics, such as CPU utilization or custom metrics. This article exploreshow to scale GKE workloads using external metricsthat reside in a Cloud SQL database.. read more  

Google Cloud has acquiredForeseeti, a Swedish risk analytics company that specializes in attack path simulation. This technology helps security teams map out possible pathways that an attacker may take to access and compromise assets in a cloud environment. This can help teams identify specific atta.. read more  

In this article, the benefits of using Terraform for secure infrastructure are explained, and guidance is provided for using Terraform in a secure way. Security best practices are outlined, including the use of modules, environment variables, secure credential management, using the `terraform plan`.. read more  

Python'sanyandallfunctions are built-in functions that can help check whether all or any items match a given condition in an iterable. Instead of using a for loop and a conditional statement, one can use the any and all functions along with a generator expression to make the code more concise and r.. read more  

Databricks has released an open source language model calledDolly, which has been trained on a small corpus of instruction data and fine-tuned to exhibit ChatGPT-like interactivity. Despite being only 6 billion parameters and two years old, Dolly exhibits instruction-following capabilities such as .. read more  

This article is a guide for experienced developers who need to do asynchronous processing many times, such as scraping data or calling an API multiple times. It discusses ways to limit the concurrency in asyncio to avoid loading everything in memory at once and overloading the services being called.. read more  

Using type hints in Python helps with autocomplete, refactor, static analysis, and tool checks while working with annotated libraries like Pydantic, FastAPI, etc. Type hints can distinguish immediate error checking and type checking for build & deployment processes. Different use cases require awar.. read more