--- title: machine-learning in Python Reviews meta\_title: 'machine-learning in Python Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 51 reviews by the users' company size, role or industry to find out how machine-learning in Python works for a business like yours. aggregate\_rating: rating\_value: 4.6 review\_count: 51 scale: '5' date\_modified: '2026-08-10' parent\_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- # machine-learning in Python Reviews & Product Details Claimed ###### Profile Status This profile is currently managed by machine-learning in Python but has limited features. Are you part of the machine-learning in Python team? [Upgrade your plan](https://my.g2.com/machine-learning-in-python/upgrade?utm_campaign=s3&utm_medium=claim-popup&utm_source=g2) to enhance your branding and engage with visitors to your profile! The "machine-learning" project by jeff1evesque is a Python-based web interface and REST API designed for performing classification and regression tasks. It provides a user-friendly platform for implementing machine learning models, making it accessible for both beginners and experienced practitioners. Key Features and Functionality: - Web Interface: Offers an intuitive graphical user interface for managing datasets, training models, and visualizing results. - REST API: Enables seamless integration with other applications, allowing for automated machine learning workflows. - Classification and Regression: Supports a variety of algorithms to handle both classification and regression problems effectively. - Documentation: Comprehensive guides and resources are available to assist users in understanding and utilizing the platform's capabilities. Primary Value and User Solutions: This project simplifies the process of deploying machine learning models by providing a cohesive environment that combines data management, model training, and result analysis. It addresses common challenges in machine learning implementation, such as the need for coding expertise and integration complexities, thereby enabling users to focus on deriving insights and making data-driven decisions. * * * Seller [machine-learning in Python](https://www.g2.com/sellers/machine-learning-in-python) Discussions [machine-learning in Python Community](https://www.g2.com/products/machine-learning-in-python/discuss) Solution Type Best-of-Breed Overview by Irving Lally (TechBusiness ) Show More ## Value at a Glance Averages based on real user reviews. ### Time to Implement 1 month ### Perceived Cost $$$$$ [ View More Pricing Information ](https://www.g2.com/products/machine-learning-in-python/pricing) ## Top-Rated Alternatives [ ![Weka](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Weka") Weka 4.3/5(13) ](https://www.g2.com/products/weka/reviews) [ ![Alteryx](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Alteryx") Alteryx 4.6/5(893) ](https://www.g2.com/products/alteryx/reviews) [ ![Gemini Enterprise Agent Platform](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Gemini Enterprise Agent Platform") Gemini Enterprise Agent Platform 4.3/5(745) ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) [ View All Alternatives ](https://www.g2.com/products/machine-learning-in-python/competitors/alternatives) ## User Insights Average based on 51 real user reviews. Implementation Time 1 month Perceived Cost $$$$$ [Log in to unlock pricing and user insights](/login) ## machine-learning in Python Integrations (9) What do users say about integrations? Integration information sourced from real user reviews. [ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") AWS CloudFormation ](https://www.g2.com/products/aws-aws-cloudformation/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") AWS Lambda ](https://www.g2.com/products/aws-lambda/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Azure AI Document Intelligence ](https://www.g2.com/products/azure-ai-document-intelligence/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Docusign Gen ](https://www.g2.com/products/docusign-gen/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Gemini Enterprise Agent Platform ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") MySQL 5.6 ](https://www.g2.com/products/mysql-5-6/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") ServiceNow IT Service Management ](https://www.g2.com/products/servicenow-it-service-management/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Snowflake ](https://www.g2.com/products/snowflake/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Visual Studio Code ](https://www.g2.com/products/visual-studio-code/reviews) Show More ![CHRIS R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "CHRIS R.") CR CHRIS R. Associate Mid-Market (51-1000 emp.) 6/21/2026 "Highly Versatile, Perfect for Data Analysis" 4.5/5 What do you like best about machine-learning in Python? I like using machine learning in Python for data analysis and creating predictive models. It helps automate tasks, uncover insights from large datasets, and improve decision-making through data-driven predictions. I find it very accessible and versatile. I particularly value Pandas and Scikit-learn because they make data preparation and model building straightforward. These tools save time, are easy to use, and help me develop machine learning solutions efficiently. I also use it alongside tools like Jupyter Notebook, Pandas, NumPy, and Power BI, which streamline the entire workflow. The flexibility, extensive library support, and strong community make it a good fit for my data analysis and automation needs. Review collected by and hosted on G2.com. What do you dislike about machine-learning in Python? It is challenging for beginners to learn. More beginner-friendly tutorials, practical examples, and guided learning resources would make it easier for new users to get started and build confidence with machine learning in Python. It was a bit difficult at first to understand, but once used to it, it was fine. Review collected by and hosted on G2.com. What problems is machine-learning in Python solving and how is that benefiting you? I use machine-learning in Python to analyze data, create predictive models, find trends and patterns, improve forecasting, automate tasks, and support decision-making with accurate insights. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: G2 invite ![Dev Saran S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Dev Saran S.") DS Dev Saran S. Science Tutor Mid-Market (51-1000 emp.) 4/16/2026 "Streamlined Model Training with Python, Needs Faster Inference" 4/5 What do you like best about machine-learning in Python? I like machine-learning in Python because of its ease of integration, making it simple to connect to models or create additional LLMs. I appreciate how easy it is to assess TensorFlow and the benefit of building on existing frameworks rather than reinventing them. This allows me to use existing functions without having to rewrite code, which makes the workflow smooth and efficient. The setup process is straightforward, with all guidelines clearly laid out in the readme, making it very easy to get started. Review collected by and hosted on G2.com. What do you dislike about machine-learning in Python? The inference process in Python for machine learning models is quite slow and could be improved. Handling inference results can be a bit inefficient, and improvements based on CPU architecture could help. It would also be helpful if the inference results could be more easily passed to applications or other tech software via APIs. Review collected by and hosted on G2.com. What problems is machine-learning in Python solving and how is that benefiting you? Machine-learning in Python lets me train models with up to 20 million parameters on my GPU, creating a smooth workflow without rewriting code. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![David Robert L.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "David Robert L.") DL David Robert L. Chief Technical Officer Small-Business (50 or fewer emp.) 1/13/2026 "Python is at the forefront of machine learning accessibility" 4.5/5 What do you like best about machine-learning in Python? Python has fantastic libraries like scikit learn, numpy, xdgboost and pandas that make machine-learning projects easy to implement for just about any data set and project. Then there's tensorflow and PyTorch, providing an endless array of possibilities. I enjoy the intuitive python language. Review collected by and hosted on G2.com. What do you dislike about machine-learning in Python? Because python is interpreted not compiled it can be slow on local machines. The price one pays for an easier development environment. I have seen there is cpython which could presumably address this but I haven't tried it. Review collected by and hosted on G2.com. What problems is machine-learning in Python solving and how is that benefiting you? It is currently solving issues like price prediction, budget prediction and a variety of useful tasks that I would never have considered possible. This is invaluable for today's world. And it is doing this all under the hood, with very little input from my end, in other words, having access to the raw power of Xdgboost for instance, provides an amazing tool for programmers. Review collected by and hosted on G2.com. Show More Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise.G2 IconCurrent UserValidated ReviewerIncentivizedSource: G2 invite ![Akshit K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Akshit K.") AK Akshit K. Consultant Enterprise (\> 1000 emp.) 3/13/2026 "Python Makes Machine Learning Accessible and Fast to Learn" 4.5/5 What do you like best about machine-learning in Python? Machine Learning in Python has made machine learning very accessible. Python has tons of libraries that get updated frequently and also has easy implementation. This help me learn rapidly and keep up the pace with the AI advancements. Review collected by and hosted on G2.com. What do you dislike about machine-learning in Python? Since a lot of Machine Learning has pivoted to Generative AI, the limitation now is the system rather than the technology. The only downside is there is limited access to good hardware where we can run machine learning in python. Review collected by and hosted on G2.com. What problems is machine-learning in Python solving and how is that benefiting you? I work as a AI engineer and GenAI architect. So machine learning in python is my driver and solution for all the applications I develop and the projects I work on. Review collected by and hosted on G2.com. Show More Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise.G2 IconCurrent UserValidated ReviewerIncentivizedSource: G2 invite ![balram t.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "balram t.") BT balram t. Ai developer Consulting Enterprise (\> 1000 emp.) 4/23/2026 "Strong Community and Libraries Make Python Great for RAG Development" 4.5/5 What do you like best about machine-learning in Python? Python has a strong community and all kinds of libraries that can connect everything, work with databases, and let you use ML algorithms depending on the use case. I’m really enjoying Python while developing RAG-based systems. Review collected by and hosted on G2.com. What do you dislike about machine-learning in Python? I don’t have anything bad to say about Python; it’s just that sometimes it can be slow, depending on the system and the process. Review collected by and hosted on G2.com. What problems is machine-learning in Python solving and how is that benefiting you? Machine learning helps solve many problems, such as ticket priority recommendations, ticket resolution, RAG-based systems, and more, using Python and its libraries. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Organic ![Verified User in Accounting](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Accounting") UA Verified User in Accounting Small-Business (50 or fewer emp.) 3/15/2026 "Efficient Machine Learning Development Using Python Ecosystem" 5/5 What do you like best about machine-learning in Python? I like machine learning in Python because it combines simplicity with a powerful ecosystem. Libraries like NumPy, Pandas, and Scikit-learn make data processing, model building, and evaluation efficient. Python’s readability and strong community support also allow faster experimentation and development of ML solutions. Review collected by and hosted on G2.com. What do you dislike about machine-learning in Python? drawback of machine learning in Python is performance limitations for very large-scale computations and sometimes complex dependency management across libraries. Since Python is interpreted, it can be slower than lower-level languages. However, most ML frameworks solve this with optimized backends and GPU support, which keeps Python highly effective for ML development. Review collected by and hosted on G2.com. What problems is machine-learning in Python solving and how is that benefiting you? Machine learning in Python helps solve problems like data prediction, pattern recognition, and automation of complex tasks. Its rich ecosystem of libraries allows quick model development and data analysis. This benefits me by enabling faster experimentation, building intelligent features, and turning large datasets into actionable insights Review collected by and hosted on G2.com. Show More 5/13/2026 Validated ReviewerSource: Organic ![Verified User in Information Technology and Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Information Technology and Services") UI Verified User in Information Technology and Services Mid-Market (51-1000 emp.) 7/12/2026 "Inbuilt Functionality and Pre-Trained Models Make ML in Python a Winner" 4.5/5 What do you like best about machine-learning in Python? The best about machine-learning python is it has multiple inbuilt functionalities along with pre-trained models which I can use for my development Review collected by and hosted on G2.com. What do you dislike about machine-learning in Python? The dislike about machine-learning in python is its huge resources and GPU consumption for training with image datasets Review collected by and hosted on G2.com. What problems is machine-learning in Python solving and how is that benefiting you? The problem that machine-learning python solving is training of model with image datasets with prebuilt functions Review collected by and hosted on G2.com. Show More Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise.G2 IconCurrent UserValidated ReviewerSource: Organic Review from User Profile ![Shubham V.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shubham V.") SV Shubham V. Student Small-Business (50 or fewer emp.) 1/15/2026 "Powerful for Solving New and Community Problems" 4/5 What do you like best about machine-learning in Python? It helps us solve problems, whether they’re community-related or entirely new issues—much like saving old handwritten palm leaf manuscripts, a project I handled myself. Review collected by and hosted on G2.com. What do you dislike about machine-learning in Python? It does come with a heavy set of prerequisites, like learning Python, understanding the basics of machine learning, the different models and their metrics, and a lot more. Review collected by and hosted on G2.com. What problems is machine-learning in Python solving and how is that benefiting you? It helps solve new problems and automate tasks in a way that’s tailored to us as individuals, rather than generalising everything. We can let machines take the time and use data to understand us better, learn our routines, and then make more relevant suggestions that can help in ways we might not even expect. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![KharanKumar R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "KharanKumar R.") KR KharanKumar R. Data Analyst Computer Software Mid-Market (51-1000 emp.) 1/20/2026 "Production-Grade Machine Learning in Python with Powerful Libraries" 5/5 What do you like best about machine-learning in Python? Machine-learning in python have very good libraries like sklearn, tensorflow and pandas, numpy more and more which are really helpful and production grade model building capability it have. Review collected by and hosted on G2.com. What do you dislike about machine-learning in Python? I don't have anything to dislike about machine-learning in python everything based on requirement it is good. Review collected by and hosted on G2.com. What problems is machine-learning in Python solving and how is that benefiting you? Machine-learning in python is solving my problem by reducing code and using libraries of machine-learning models also like knn, xboost, svm like more and benefiting by building good model for classification and regression. Review collected by and hosted on G2.com. Show More Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise.G2 IconCurrent UserValidated ReviewerSource: G2 invite ![Shivani S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shivani S.") SS Shivani S. Software Engineer Mid-Market (51-1000 emp.) 1/13/2026 "AI learning with python" 5/5 What do you like best about machine-learning in Python? In today’s environment, we use Artificial Intelligence (AI) in our daily activities, and Machine Learning (ML) is a part of AI. Nowadays, many people want to learn Machine Learning, and Python is one of the best languages for this purpose because: 1. It has so many libraries, 2. It supports strong community. 3. It is easy to learn language. 4. Used in so many IT industries. Review collected by and hosted on G2.com. What do you dislike about machine-learning in Python? I don’t have anything to dislike about Machine Learning in Python because I am currently learning it and find it interesting. Review collected by and hosted on G2.com. What problems is machine-learning in Python solving and how is that benefiting you? In an AI-driven society, we are becoming stronger in technology and learning advanced concepts through Machine Learning. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ## Questions about machine-learning in Python? Ask real users or explore answers from the community Get practical answers, real workflows, and honest pros and cons from the G2 community or share your insights. [ Ask about machine-learning in Python ](https://www.g2.com/products/machine-learning-in-python/discussions/new) GU Guest User What is machine-learning in Python used for? 0 Upvotes 0 [ Join the conversation ](https://www.g2.com/discussions/what-is-machine-learning-in-python-used-for) GU Guest User • Last activity about 3 years ago Which Python version is best for machine learning? 0 Upvotes 2 [ Join the conversation ](https://www.g2.com/discussions/which-python-version-is-best-for-machine-learning) [ View all Discussions ](https://www.g2.com/products/machine-learning-in-python/discuss) ## Pricing Insights Averages based on real user reviews. ### Time to Implement 1 month ### Perceived Cost $$$$$ [ View More Pricing Information ](https://www.g2.com/products/machine-learning-in-python/pricing) machine-learning in Python Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_8c10cc72a4d651d34af6b29fb7c84c01/weka.png "Product Avatar Image") Weka 4.3/5(13) [ Compare Now ](https://www.g2.com/compare/weka-vs-machine-learning-in-python) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_430788c054407e86310771e320229ed1/comsol-multiphysics.jpg "Product Avatar Image") COMSOL Multiphysics® 4.3/5(36) [ Compare Now ](https://www.g2.com/compare/comsol-multiphysics-vs-machine-learning-in-python) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_32ed3d24b93d61880532053231351dc6/ibm-spss-modeler.png "Product Avatar Image") IBM SPSS Modeler 4/5(148) [ Compare Now ](https://www.g2.com/compare/ibm-spss-modeler-vs-machine-learning-in-python) ##### ##### machine-learning in Python Features Learning - Machine Learning Training Data Actionable Insights Algorithm [ View More Features ](https://www.g2.com/products/machine-learning-in-python/features) ##### Categories on G2 [Machine Learning](https://www.g2.com/categories/machine-learning) ##### Explore More [Best collaborative project management platform](https://www.g2.com/discussions/best-collaborative-project-management-platform)[Best software for automating AP in tech startups](https://www.g2.com/discussions/best-software-for-automating-ap-in-tech-startups)[Which DNS security software do other SaaS companies trust for blocking malicious domains without adding latency that affects their own customers?](https://www.g2.com/discussions/which-dns-security-software-do-other-saas-companies-trust-for-blocking-malicious-domains-without-adding-latency-that-affects-their-own-customers) [Best procurement software to streamline payments](https://www.g2.com/discussions/best-procurement-software-to-streamline-payments)[Top platforms for hiring software developers](https://www.g2.com/discussions/top-platforms-for-hiring-software-developers)[Pros and Cons Details](https://www.g2.com/products/machine-learning-in-python/reviews?qs=pros-and-cons) [Show MoreShow Less](javascript:void(0);)