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PyPOTS VS Serverless

Compare PyPOTS VS Serverless and see what are their differences

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PyPOTS logo PyPOTS

a Python lib for data mining on PartiallyObserved TimeSeries

Serverless logo Serverless

Toolkit for building serverless applications
  • PyPOTS Landing page
    Landing page //
    2023-09-15
  • Serverless Landing page
    Landing page //
    2023-08-06

PyPOTS features and specs

No features have been listed yet.

Serverless features and specs

  • Scalability
    Serverless architectures can automatically scale up or down based on the traffic, without the need for manual intervention.
  • Cost Efficiency
    You only pay for what you use. There are no expenses for idle times because billing is based on the actual amount of resources consumed by your application.
  • Reduced Maintenance
    No need to manage, patch, update, or monitor servers. This allows focus on writing code and deploying features.
  • Speed of Development
    Serverless platforms provide built-in integration with other services, which makes it quicker to develop and deploy applications.
  • High Availability
    Serverless platforms typically offer high availability and fault tolerance out of the box, reducing the risk of downtime.

Possible disadvantages of Serverless

  • Cold Start Latency
    Serverless functions can suffer from higher latency during initial invocation or when they haven’t been used for a while.
  • Limited Execution Time
    Most serverless platforms impose a maximum execution time limit on functions, which may not be suitable for long-running applications.
  • Vendor Lock-In
    Serverless architectures often rely on the specific features and services of a cloud provider, which can make it difficult to switch providers.
  • Complexity in Debugging
    Debugging and monitoring serverless applications can be more challenging compared to traditional architectures, due to their distributed and ephemeral nature.
  • Security Concerns
    Sharing resources on a serverless platform can introduce security vulnerabilities that must be managed vigilantly.

PyPOTS videos

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Serverless videos

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Thoughts on Zero V3, Instant Page and Serverless 1.37!

Category Popularity

0-100% (relative to PyPOTS and Serverless)

PyPOTS

Serverless

Developer Tools
4 4%
Developer Tools
96% 96
Productivity
10 10%
Productivity
90% 90
Open Source
10 10%
Open Source
90% 90
Web Scraping
100 100%
Web Scraping
0% 0

User comments

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Social recommendations and mentions

Based on our record, Serverless seems to be a lot more popular than PyPOTS. While we know about 39 links to Serverless, we've tracked only 3 mentions of PyPOTS. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

PyPOTS mentions (3)

  • [R] SAITS: Self-Attention-based Imputation for Time Series. Expert Systems with Applications, 219:119619, 2023.
    Absolutely my pleasure! Please pay a visit to the toolbox PyPOTS https://pypots.com if you're interested in modelling partially-observed time series (POTS). It deserves your attention ;-). Source: almost 2 years ago
  • Missing values in time series collected from the real world are common to see and very pesky. A new state-of-the-art and fast neural network called SAITS is proposed to impute missing data in partially-observed multivariate time series. The code is open source on GitHub.
    If your research lies in time-series modeling, you may also be interested in the work PyPOTS: a Python toolbox for data mining on Partially-Observed Time Series https://pypots.com/. Its full paper is available on arXiv as well https://arxiv.org/abs/2305.18811, which has been peer-reviewed and accepted by the 9th SIGKDD international workshop Mining and Learning from Time Series (MiLeTS'23). Source: almost 2 years ago
  • We built PyPOTS: an open-source toolbox for data mining on partially-observed time series
    Due to all kinds of reasons like failure of collection sensors, communication error, and unexpected malfunction, missing values are common to see in time series from the real-world environment. This makes partially-observed time series (POTS) a pervasive problem in open-world modelling and prevents advanced data analysis. Although this problem is important, the area of data mining on POTS still lacks a dedicated... Source: almost 2 years ago

Serverless mentions (39)

  • Show HN: Winglang – a new Cloud-Oriented programming language
    GP may have been referring to Serverless Framework (http://serverless.com//). - Source: Hacker News / over 1 year ago
  • Invocation error - can't find any results helping me to solve this issue
    I deployed a lambda and http api gateway using a serverless.com (sls) template as a start. I get the following error when it processes a specific request:. Source: over 1 year ago
  • Deploying Lambdas from Zipped Code on S3 vs Image Repository
    Have you tried serverless.com ? It lets you have infrastructure as code. Source: about 2 years ago
  • [p] I built an open source platform to deploy computationally intensive Python functions as serverless jobs, with no timeouts
    - With Lambda, you manage creating and building the container yourself, as well as updating the Lambda function code. There are tools out there such as sst or serverless.com which help streamline this. Source: about 2 years ago
  • AWS Lambda, a good host for a rest API?
    If you'd like to use Lambda, usually you need to engineer FOR it, from day one, you don't (often) get to choose some other framework and shoehorn it into Lambda and Serverless. There's some great frameworks to help deploy code into Lambda easily and create REST endpoints for things, one such frameworks is serverless.com that helps easily deploy to it, but it lacks a framework for doing REST that also supports... Source: over 2 years ago
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What are some alternatives?

When comparing PyPOTS and Serverless, you can also consider the following products

Awesome Python - Your go-to Python Toolbox. A curated list of awesome Python frameworks, packages, software and resources. 1303 projects organized into 177 categories.

Nimbella - Simple serverless cloud for developers

Apify Python SDK - Build and manage web scraping Actors in the cloud.

Up by apex - Deploy serverless apps and APIs in seconds to AWS Lambda

Google Workspace - Google's encompassing suite of cloud-based business apps.

Webiny - The Enterprise CMS platform that you can host on your cloud

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