A Raspberry Pi is All You Want
Usually, we have to acquire some knowledge inside a sure time period. It may be knowledge from the IoT sensor, statistical knowledge from social networks, or one thing else. For example, the YouTube Data API permits us to get the variety of views and subscribers for any channel on the present second, however the analytics and historic knowledge can be found solely to the channel proprietor. Thus, if we need to get weekly or month-to-month summaries about these channels, we have to acquire this knowledge ourselves. Within the case of the IoT sensor, there could also be no API in any respect, and we additionally want to gather and save knowledge on our personal. On this article, I’ll present the way to configure Apache Airflow on a Raspberry Pi, which permits working duties for a protracted time period with out involving any cloud supplier.
Clearly, in the event you’re working for a big firm, you’ll most likely not want a Raspberry Pi. In that case, in the event you want an additional cloud occasion, simply create a Jira ticket on your MLOps division 😉 However for a pet mission or a low-budget startup, it may be an fascinating resolution.
Let’s see the way it works.
Raspberry Pi
What is definitely a Raspberry Pi? For these readers who’ve by no means been all for {hardware} for the final 10 years (the primary Raspberry Pi mannequin was launched in 2012), I can briefly clarify that it is a single-board pc working full-fledged Linux. Normally, a Raspberry Pi has a 1GHz, 2–4-core ARM CPU and 1–8 MB of RAM. It’s small, low cost, and silent; it has no followers and no disk drive (the OS is working from a Micro SD card). A Raspberry Pi wants solely a regular USB energy provide; it may be linked through Wi-Fi or Ethernet to a community and run completely different duties inside months and even years.
For my knowledge science pet mission, I wished to gather the YouTube channel statistics inside 2 weeks. For a activity that requires solely 30–60 seconds twice per day, a serverless structure generally is a excellent resolution, and we will use one thing like Google Cloud Function for that. However each tutorial from Google began with the phrase “allow billing on your mission”. There’s free first credit score and free quotas offered by Google, however I didn’t need to have one other headache of monitoring how a lot cash I…
