10. Shopping and dealsYou can sometimes snag deals and discounts on your shopping by enabling your VPN. For example, switching from the US to a European country when booking a hotel might save you some cash if you're paying in a local currency. Flights, too, can be cheaper if you switch your VPN so you appear to be based in the country you want to visit, rather than booking it from your country of origin.
Open source models offer a compelling proposition of distributing the value created by AI more broadly, creating more winners, and enabling more people to build. After the last two months, I’m less convinced it’s that easy. As I worked with the open source model ecosystem, every fix revealed a new bug, each covered up by many layers of abstraction. There’s debt hidden in every layer of the stack, and with open source ML infra, the stack is deep.
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The best VPNs for streaming are not free, but most do offer free-trials or money-back guarantees. By leveraging these offers, you can watch Monterrey vs. Cruz Azul in the Concacaf Champions Cup without actually spending anything. This clearly isn't a long-term solution, but it does give you enough time to live stream the Concacaf Champions Cup before recovering your investment.
The GCP Platform (GCP) follows AWS quite closely, providing mostly equivalent services, but lags in market share (3rd place, after Microsoft Azure). We are looking at the Google Compute Engine (GCE) VM offerings, which is one of the most interesting in respect to configurability and range of different instance types. However, this variety makes it harder to choose the right one for the task, which is exactly what prompted me to start benchmarking all the available types. To add extra confusion, some types may come with an older (slower) CPU if you don't set min_cpu_platform to the latest available for the type - so you need the extra configuration to get a faster machine for the same price.