Software Alternatives, Accelerators & Startups

Last.fm VS NumPy

Compare Last.fm VS NumPy and see what are their differences

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Last.fm logo Last.fm

The world's largest online music service. Listen online, find out more about your favourite artists, and get music recommendations, only at Last.fm

NumPy logo NumPy

NumPy is the fundamental package for scientific computing with Python
  • Last.fm Landing page
    Landing page //
    2023-08-17
  • NumPy Landing page
    Landing page //
    2023-05-13

Last.fm features and specs

  • Personalized Recommendations
    Last.fm offers music recommendations tailored to the user's tastes based on their listening history.
  • Scrobbling
    The service tracks the music a user listens to across various platforms and devices, helping create a comprehensive listening profile.
  • Community Features
    Users can join groups, participate in discussions, and share music tastes with others, fostering a sense of community.
  • Discover New Music
    Last.fm helps users discover new artists and songs that they might like, making it easier for them to expand their musical horizons.
  • Visual Insights
    The platform provides graphs and charts that offer visual insights into a user's listening habits and trends over time.

Possible disadvantages of Last.fm

  • Subscription Costs
    Access to some of Last.fm’s advanced features requires a subscription, which might not be ideal for all users.
  • Data Privacy Concerns
    The extensive tracking of listening habits may raise privacy concerns for some users.
  • Interface Complexity
    The user interface can be somewhat complex and cluttered, which might be challenging for new users to navigate.
  • Platform Dependency
    Its effectiveness relies on integration with other music services, meaning it is less useful if it doesn’t sync well with the user’s primary music platform.
  • Limited Offline Features
    Without an active internet connection, many of Last.fm's features become inaccessible, limiting its utility.

NumPy features and specs

  • Performance
    NumPy operations are executed with highly optimized C and Fortran libraries, making them significantly faster than standard Python arithmetic operations, especially for large datasets.
  • Versatility
    NumPy supports a vast range of mathematical, logical, shape manipulation, sorting, selecting, I/O, and basic linear algebra operations, making it a versatile tool for scientific and numeric computing.
  • Ease of Use
    NumPy provides an intuitive, easy-to-understand syntax that extends Python's ability to handle arrays and matrices, lowering the barrier to performing complex scientific computations.
  • Community Support
    With a large and active community, NumPy offers extensive documentation, tutorials, and support for troubleshooting issues, as well as continuous updates and enhancements.
  • Integrations
    NumPy integrates seamlessly with other libraries in Python's scientific stack like SciPy, Matplotlib, and Pandas, facilitating a streamlined workflow for data science and analysis tasks.

Possible disadvantages of NumPy

  • Memory Consumption
    NumPy arrays can consume large amounts of memory, especially when working with very large datasets, which can become a limitation on systems with limited memory capacity.
  • Learning Curve
    For users new to scientific computing or coming from different programming backgrounds, understanding the intricacies of NumPy's operations and efficient usage can take time and effort.
  • Limited GPU Support
    NumPy primarily runs on the CPU and doesn't natively support GPU acceleration, which can be a disadvantage for extremely compute-intensive tasks that could benefit from parallel processing.
  • Dependency on Python
    Since NumPy is a Python library, it depends on the Python runtime environment. This can be a limitation in environments where Python is not the primary language or isn't supported.
  • Indexing Complexity
    Although NumPy's slicing and indexing capabilities are powerful, they can sometimes be complex or unintuitive, especially for multi-dimensional arrays, leading to potential errors and confusion.

Last.fm videos

DO NOT USE last.fm website review (BAD WEBSITE)

More videos:

  • Review - Music I Listened to in 2018 [last.fm]

NumPy videos

Learn NUMPY in 5 minutes - BEST Python Library!

More videos:

  • Review - Python for Data Analysis by Wes McKinney: Review | Learn python, numpy, pandas and jupyter notebooks
  • Review - Effective Computation in Physics: Review | Learn python, numpy, regular expressions, install python

Category Popularity

0-100% (relative to Last.fm and NumPy)
Music
100 100%
0% 0
Data Science And Machine Learning
Music Streaming
100 100%
0% 0
Data Science Tools
0 0%
100% 100

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Last.fm and NumPy

Last.fm Reviews

The Best Spotify Alternatives In Music[Top 10]
Last.FM is a music streaming service that focuses on community-driven music discovery and recommendation. Users can create profiles, scrobble their music listening habits, and connect with others who share similar tastes. Last.FM’s algorithm-driven recommendations provide users with personalized playlists and radio stations based on their listening history. The platform also...
Receiptify Alternatives – Websites like Receiptify
Last.fm tracks your music listening across various platforms and provides detailed analytics, such as your most listened-to tracks, artists, and genres. While it doesn’t create receipts, it offers in-depth insights into your listening habits. For those interested in analytics and tracking over time, Last.fm provides a comprehensive overview of your musical tastes.
Top 10 Spotify Alternatives (Free/Paid) – 2024
Another entry, Last.FM has been a great option as one of the Spotify alternatives that has been available since 2002 and this makes it one of the oldest options available in this list.
9 Best Free Music Download Sites in 2022
Last.fm is the flagship product of Audioscrobbler's music engine design team. Users "record" tracks more than 10 million times a day to Last FM's servers, it's one of the world's largest social music platforms.
9 best free Spotify alternatives
Last.fm is more about music discovery than listening to what you already know: its famous "scrobbling" analyses the songs you listen to (not just on the site, but in desktop and mobile music apps too) and comes up with suggestions for similar music it thinks you'll like. Frustratingly many of the available tracks are just previews, and the free radio streaming is a paid-for...

NumPy Reviews

25 Python Frameworks to Master
SciPy provides a collection of algorithms and functions built on top of the NumPy. It helps to perform common scientific and engineering tasks such as optimization, signal processing, integration, linear algebra, and more.
Source: kinsta.com
Top 8 Image-Processing Python Libraries Used in Machine Learning
Scipy is used for mathematical and scientific computations but can also perform multi-dimensional image processing using the submodule scipy.ndimage. It provides functions to operate on n-dimensional Numpy arrays and at the end of the day images are just that.
Source: neptune.ai
Top Python Libraries For Image Processing In 2021
Numpy It is an open-source python library that is used for numerical analysis. It contains a matrix and multi-dimensional arrays as data structures. But NumPy can also use for image processing tasks such as image cropping, manipulating pixels, and masking of pixel values.
4 open source alternatives to MATLAB
NumPy is the main package for scientific computing with Python (as its name suggests). It can process N-dimensional arrays, complex matrix transforms, linear algebra, Fourier transforms, and can act as a gateway for C and C++ integration. It's been used in the world of game and film visual effect development, and is the fundamental data-array structure for the SciPy Stack,...
Source: opensource.com

Social recommendations and mentions

Based on our record, Last.fm seems to be a lot more popular than NumPy. While we know about 2621 links to Last.fm, we've tracked only 119 mentions of NumPy. 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.

Last.fm mentions (2621)

  • The day I canceled my Spotify subscription
    I switched to https://qobuz.com, mainly for the high audio quality (it goes up to 192kHz 24bit, which is worth it for me as I have the necessary equipment to make use of this), but it also supports "Spotify quality" i.e. Mp3 quality/320 kbps, but I stayed for the experience. It does not really have an algorithm, there is one playlist "My weekly Q", which updates each week with songs that you could like. The only... - Source: Hacker News / over 1 year ago
  • Mr. Bungle - Nananana (lost fake song)
    Hi, anyone remember that song? I remember I downloaded it from ares and I liked it but unfortunately it wasn't by mr bungle, it was just mislabelled (like the toxic cover). If anyone has it around I would like to hear it again! On last.fm it comes up as some people listen to it from time to time. Any info you have, or the original artist, I'd appreciate it. From what I remember it sounded like a demo and just said... Source: over 1 year ago
  • 1970’s music makes me feel the most alive. What music does that for you?
    Try last.fm, great website for recommending music. Those one's you suggested are a bit more jazzy than I usually listen to but maybe try What's Goin' On - Marvin Gaye. Talking Book, or Songs in the Key of Life - Stevie Wonder. Couple of my favorites. Source: over 1 year ago
  • Outjerked by last fm
    Average last.fm comment section to be fair. Source: over 1 year ago
  • I Tried Apple Music and That Made Me Realize How Much Polish TIDAL is Missing
    However, I can fully enjoy my last.fm subscription with Tidal thanks to the integrated scrobbler. I could with AM too but it would be necessary to download (and buy) two different scrobblers : one for iOS and one for macOS. Then, I feel like Tidal has more interesting recommendations, especially when we talk about lesser-known artists. Tidal Rising allows for nice discoveries while AM is much more focused on music... Source: over 1 year ago
View more

NumPy mentions (119)

  • Building an AI-powered Financial Data Analyzer with NodeJS, Python, SvelteKit, and TailwindCSS - Part 0
    The AI Service will be built using aiohttp (asynchronous Python web server) and integrates PyTorch, Hugging Face Transformers, numpy, pandas, and scikit-learn for financial data analysis. - Source: dev.to / 4 months ago
  • F1 FollowLine + HSV filter + PID Controller
    This library provides functions for working in domain of linear algebra, fourier transform, matrices and arrays. - Source: dev.to / 8 months ago
  • Intro to Ray on GKE
    The Python Library components of Ray could be considered analogous to solutions like numpy, scipy, and pandas (which is most analogous to the Ray Data library specifically). As a framework and distributed computing solution, Ray could be used in place of a tool like Apache Spark or Python Dask. It’s also worthwhile to note that Ray Clusters can be used as a distributed computing solution within Kubernetes, as... - Source: dev.to / 8 months ago
  • Streamlit 101: The fundamentals of a Python data app
    It's compatible with a wide range of data libraries, including Pandas, NumPy, and Altair. Streamlit integrates with all the latest tools in generative AI, such as any LLM, vector database, or various AI frameworks like LangChain, LlamaIndex, or Weights & Biases. Streamlit’s chat elements make it especially easy to interact with AI so you can build chatbots that “talk to your data.”. - Source: dev.to / 9 months ago
  • A simple way to extract all detected objects from image and save them as separate images using YOLOv8.2 and OpenCV
    The OpenCV image is a regular NumPy array. You can see it shape:. - Source: dev.to / 9 months ago
View more

What are some alternatives?

When comparing Last.fm and NumPy, you can also consider the following products

Spotify - Map shows when two people play same song at same time

Pandas - Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for the Python.

Pandora - Pandora Radio is a free (ad-supported) internet radio founded in 2000.

OpenCV - OpenCV is the world's biggest computer vision library

Deezer - Deezer is a music streaming app created in France. It is available in 180 counties and gets 16 million users a month. 6 million of the users have paid subscriptions. Read more about Deezer.

Scikit-learn - scikit-learn (formerly scikits.learn) is an open source machine learning library for the Python programming language.