Software Alternatives, Accelerators & Startups

Scikit-learn VS Bitrix24

Compare Scikit-learn VS Bitrix24 and see what are their differences

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Scikit-learn logo Scikit-learn

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

Bitrix24 logo Bitrix24

Boost your team's success with Bitrix24! Seamlessly collaborate, automate tasks, and manage projects in one powerful platform. Unleash productivity, streamline workflows, and achieve your goals with ease. Your all-in-one solution for business growth.
  • Scikit-learn Landing page
    Landing page //
    2022-05-06
  • Bitrix24 Landing page
    Landing page //
    2023-02-16

Bitrix24 is a versatile all-in-one SaaS platform designed to streamline business operations for teams of all sizes. With over 15 million users worldwide, it integrates a robust suite of tools, including CRM, project management, collaboration, and communication features, into a single, cloud-based workspace.

Bitrix24 eliminates the need for multiple subscriptions by offering a centralized hub for managing tasks, customer relationships, and internal workflows, making it a cost-effective choice for startups, SMBs, and enterprises.

The CRM is a standout feature, enabling lead capture, sales automation, and detailed analytics. Users can manage pipelines, generate reports, and integrate with social media and email for seamless customer engagement.

CoPilot, Bitrix24’s AI assistant, enhances productivity by automating tasks like lead data entry and call transcriptions. Project management tools include Kanban boards, Gantt charts, and time tracking, ensuring efficient task delegation and progress monitoring.

Collaboration is effortless with group chats, HD video calls, and file-sharing capabilities. The platform’s Contact Center unifies communication channels—live chat, telephony, and social media—into one dashboard. Bitrix24 also offers a no-code website builder, HR tools, and document management, supporting diverse business needs. Its mobile app ensures accessibility for remote teams.

Bitrix24’s pricing is a key advantage, with a free plan for unlimited users and paid plans starting at $49/month, offering scalability without per-user fees. The platform supports 18 languages and integrates with tools like Google Drive, PayPal, and Trello. While its extensive features may present a learning curve, Bitrix24 provides 24/7 support, tutorials, and a knowledge base to ease onboarding.

Scikit-learn features and specs

  • Ease of Use
    Scikit-learn provides a high-level interface for common machine learning algorithms, making it easy for beginners and professionals to implement complex models with minimal coding.
  • Extensive Documentation and Community Support
    The library has comprehensive documentation and a large, active community. This makes it easy to find tutorials, examples, and solutions to common problems.
  • Integration with Other Libraries
    Scikit-learn integrates well with other scientific computing libraries such as NumPy, SciPy, and pandas, allowing for seamless data manipulation and analysis.
  • Variety of Algorithms
    It offers a wide array of machine learning algorithms for tasks such as classification, regression, clustering, and dimensionality reduction.
  • Performance
    Designed with performance in mind, many of the algorithms are optimized and some even support multicore processing.

Possible disadvantages of Scikit-learn

  • Limited Deep Learning Support
    Scikit-learn is primarily focused on traditional machine learning algorithms and does not offer support for deep learning models, unlike libraries like TensorFlow or PyTorch.
  • Not Ideal for Large-Scale Data
    While Scikit-learn performs well for moderate-sized datasets, it may not be the best choice for extremely large datasets or big data applications.
  • Lack of Online Learning Algorithms
    The library has limited support for online learning algorithms, which are useful for scenarios where data arrives in a stream and model needs to be updated incrementally.
  • Less Flexibility in Customization
    It can be less flexible compared to lower-level libraries when highly customized or specific implementations are needed.
  • Dependency Overhead
    Scikit-learn relies on several other Python libraries like NumPy and SciPy, which might require users to manage multiple dependencies.

Bitrix24 features and specs

  • Comprehensive Features
    Bitrix24 offers an extensive range of tools including project management, CRM, communication, and collaboration tools, making it a one-stop solution for business needs.
  • Free Plan
    Bitrix24 provides a free plan with a generous number of features and user limits, which is ideal for small businesses or startups on a budget.
  • Customizable
    The platform offers a high degree of customization, allowing businesses to tailor modules and interface layouts to fit their specific needs.
  • Integrated Communication Tools
    Includes built-in communication tools such as chats, video calls, and social intranet, enhancing team collaboration and reducing the need for third-party communication apps.
  • Cloud and On-Premise Options
    Bitrix24 can be deployed either as a cloud service or on-premise, providing flexibility based on business requirements and compliance needs.

Scikit-learn videos

Learning Scikit-Learn (AI Adventures)

More videos:

  • Review - Python Machine Learning Review | Learn python for machine learning. Learn Scikit-learn.

Bitrix24 videos

Bitrix24 Introduction New

More videos:

  • Review - Bitrix24: CRM (Demo)
  • Review - Video Review for Bitrix24

Category Popularity

0-100% (relative to Scikit-learn and Bitrix24)
Data Science And Machine Learning
Project Management
0 0%
100% 100
Data Science Tools
100 100%
0% 0
Task Management
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 Scikit-learn and Bitrix24

Scikit-learn Reviews

15 data science tools to consider using in 2021
Scikit-learn is an open source machine learning library for Python that's built on the SciPy and NumPy scientific computing libraries, plus Matplotlib for plotting data. It supports both supervised and unsupervised machine learning and includes numerous algorithms and models, called estimators in scikit-learn parlance. Additionally, it provides functionality for model...

Bitrix24 Reviews

25 Best Asana Alternatives & Competitors for Project Management in 2024
Bitrix24 is a work management and CRM software helping teams manage customer relations, plan projects, and collaborate with others. In Bitrix24’s free plan, users can set up task roles, track time, and work with tasks and add comments using email.
Source: clickup.com
The 19 Best Call Center Software (& Features You Need) in 2022
A contact center built around your to-do list, Bitrix24 helps teams collaborate to get their work done. They offer a multitude of customer service channels, including rentable telephone lines, live chat, and email queues that all integrate into Bitrix24's task management software and CRM. Bitrix24 also offers an on-premise solution for industries that are still required to,...
Top 9 Best Copper CRM Alternatives for Businesses in 2023
Bitrix24 is a robust CRM and task management system that assists businesses in making better use of their time and resources. This CRM application provides sales analytics and automation to help you increase your revenue. Furthermore, project management capabilities such as Gantt charts, time monitoring, and automated activities can aid in increasing productivity.
Source: magenest.com
Top 21 Salesforce’s Competitors and Alternatives
Efficient project planning is a vital prerequisite for your #workflows' success. It enables your #team to understand which kind of #efforts they are supposed to make, which #resources to use and which #goals to achieve.#Bitrix24 on #Project Plans: https://t.co/NjUh1sYQA4 pic.twitter.com/YipT8iys3d
10 Best Software For Project Management in 2022
Bitrix24 is a service that includes task management, project and time scheduling, visualization of information on a calendar, the ability to share documents, create virtual work groups, and receive notifications.
Source: medium.com

Social recommendations and mentions

Based on our record, Scikit-learn seems to be more popular. It has been mentiond 31 times since March 2021. 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.

Scikit-learn mentions (31)

  • Must-Know 2025 Developer’s Roadmap and Key Programming Trends
    Python’s Growth in Data Work and AI: Python continues to lead because of its easy-to-read style and the huge number of libraries available for tasks from data work to artificial intelligence. Tools like TensorFlow and PyTorch make it a must-have. Whether you’re experienced or just starting, Python’s clear style makes it a good choice for diving into machine learning. Actionable Tip: If you’re new to Python,... - Source: dev.to / 4 months ago
  • 🚀 Launching a High-Performance DistilBERT-Based Sentiment Analysis Model for Steam Reviews 🎮🤖
    Scikit-learn (optional): Useful for additional training or evaluation tasks. - Source: dev.to / 5 months ago
  • Essential Deep Learning Checklist: Best Practices Unveiled
    How to Accomplish: Utilize data splitting tools in libraries like Scikit-learn to partition your dataset. Make sure the split mirrors the real-world distribution of your data to avoid biased evaluations. - Source: dev.to / 11 months ago
  • How to Build a Logistic Regression Model: A Spam-filter Tutorial
    Online Courses: Coursera: "Machine Learning" by Andrew Ng EdX: "Introduction to Machine Learning" by MIT Tutorials: Scikit-learn documentation: https://scikit-learn.org/ Kaggle Learn: https://www.kaggle.com/learn Books: "Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow" by Aurélien Géron "The Elements of Statistical Learning" by Trevor Hastie, Robert Tibshirani, and Jerome Friedman By... - Source: dev.to / about 1 year ago
  • Link Prediction With node2vec in Physics Collaboration Network
    Firstly, we need a connection to Memgraph so we can get edges, split them into two parts (train set and test set). For edge splitting, we will use scikit-learn. In order to make a connection towards Memgraph, we will use gqlalchemy. - Source: dev.to / almost 2 years ago
View more

Bitrix24 mentions (0)

We have not tracked any mentions of Bitrix24 yet. Tracking of Bitrix24 recommendations started around Mar 2021.

What are some alternatives?

When comparing Scikit-learn and Bitrix24, you can also consider the following products

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

Wrike - Wrike is a flexible, scalable, and easy-to-use collaborative work management software that helps high-performance teams organize and accomplish their work. Try it now.

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

Slack - A messaging app for teams who see through the Earth!

NumPy - NumPy is the fundamental package for scientific computing with Python

Asana - Asana project management is an effort to re-imagine how we work together, through modern productivity software. Fast and versatile, Asana helps individuals and groups get more done.