We use Posit to deploy applications developed in R and Python. Our team creates applications and models, which they then host on GitHub. We assist them in deploying these models and provide the necessary access and support.
Posit Workbench x86_64 AMI (DEPRECATED)
Posit (Legacy- see link for latest) | 2023.12.1Linux/Unix, Ubuntu 22.04 - 64-bit Amazon Machine Image (AMI)
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Allows users to host different models in one place
What is our primary use case?
What is most valuable?
The most valuable feature of Posit is that it allows users to host different models in one place, making it easy to share with colleagues and teammates.
For how long have I used the solution?
I have been working with the product for two to three years.
What do I think about the scalability of the solution?
We can easily add users by providing AD group access and assigning different access levels—publisher, administrator, or viewer—based on their needs. My company has two instances: production and development. We have around 140 users for production, while for development, we have 180.
How are customer service and support?
I regularly connect with support whenever there are any issues. However, there is a time lag due to time zone differences.
How was the initial setup?
If you're setting up Posit for the first time, it's quite easy. They provide a detailed admin guide with step-by-step instructions, making the deployment process straightforward.
Best software for data analysis and data visualization with R
What do you like best about the product?
R studio is free open-source software and easy to install. It consists of very big libraries that are very useful for data analysis purposes. It provides many features such as we can save our variables in the workspace for a long time, importing variables, can execute particular lines of code without executing the whole program. It requires fewer resources and can run in old and slow hardware also.
It runs big data files in very short time.
It runs big data files in very short time.
What do you dislike about the product?
It is just a user interface it can't work without R software so we need to install R separately, it would be so good if it comes with R also. R studio interface is not very simple for beginners it requires practice. Sometimes it crashes due to not proper execution between R and R studio. It takes time to open.
What problems is the product solving and how is that benefiting you?
I have done some courses which require R for machine learning for that I have used R studio. I have made some projects which require data analysis and data visualization with R.It takes very less time compared to other data analysis tools to execute big data files.
A complete package
What do you like best about the product?
R studio provides a comprehensive package to perform data analysis by utilizing various built-in and importable libraries and statistical packages.
What do you dislike about the product?
While dealing with large datasets, RStudio sometimes tends to crash.
What problems is the product solving and how is that benefiting you?
I use RStudio to perform regression analysis (linear, logistic etc.). RStudio built in packages makes it super easy to make prediction and eventually help come up with a risk management solution.
Good Data analytics tool
What do you like best about the product?
open-source libraries and easy availability
What do you dislike about the product?
sometimes getting online solutions and core coding can be challenging
What problems is the product solving and how is that benefiting you?
Trend analysis, customer churn, ease of data investigation
Recommendations to others considering the product:
Use R because it is open source and if you are technically strong, you save a lot of money for your org
Analytical Software
What do you like best about the product?
Easy coding and user friendly Toolbars. Input and output screens on the same page.
What do you dislike about the product?
Finding an error in the programming is very difficult.
What problems is the product solving and how is that benefiting you?
Aviation projects , ICAM.
A decent software to get strated on
What do you like best about the product?
The user interface is quite simple to understand. I like the part where I can run and see the output by creating different windows. Another thing is autosuggestion helps me not googling syntax. It falls on the same line as Eclipse software, so definitely ticks all the boxes
What do you dislike about the product?
Some of the complex data science algorithms took a long time. I did not understand if it was due to the way data was built with n number of columns.
What problems is the product solving and how is that benefiting you?
I was trying to provide solutions to several business queries with the help of data. That made me ran A/B testing, hypothesis testing. Building MI models.
Easy to use and the best analytical software out there.
What do you like best about the product?
-Ease of use
-Can easily handle large amount of data
-Clean user interface
-Intuitive design
-Array of available packages for every use case
-Can easily handle large amount of data
-Clean user interface
-Intuitive design
-Array of available packages for every use case
What do you dislike about the product?
Some packages are not compatible and sometimes ingestion/processing of data takes more time than normal and hangs.
What problems is the product solving and how is that benefiting you?
-Crunching numbers/data at scale and pattern analysis
The best data analysis software I've ever worked with
What do you like best about the product?
This software is designed to handle large amounts of data, the data display functions are of high quality, it is also quite easy to create reproducible documents, it is also capable of handling large amounts of data without storage problems, the user interface is very clean and very easy to understand, you can also effortlessly review your data sets and factors, it also allows you to check your data frames and filter them in a format, it also has many display packages, it allows to easily manage and visualize all objects in your environment.
What do you dislike about the product?
The only drawback that I have had with this tool is that when downloading some packages, I have had some problems to carry out that process, but only that, everything else works very well.
What problems is the product solving and how is that benefiting you?
It is a great open source and data analysis tool, it has quite intuitive visualizations, it has helped us save a lot of time and move forward with our projects, it also provides great functionality and a wide variety of libraries, the auto-save sessions are incredible, it is one of the best tools to carry out the data analysis project that I have used.
Recommendations to others considering the product:
It is an excellent tool to analyze data, very easy to use with a wide variety of functions that help throughout the process, I recommend the use of this software.
perfect interface
What do you like best about the product?
i can order the windows as i need it and i can watch all the active objects and packages, import databases really easy.
What do you dislike about the product?
i recently notice that when i open the program, there is a emergent consol windows and i don't know what it means or its purpose.
What problems is the product solving and how is that benefiting you?
it's easier working with this than original R interface.
R Studio review
What do you like best about the product?
Graphics are more accessible in R Studio for the beginner.
What do you dislike about the product?
The visual interface is not as good as Jupyter notebook it's tough to read the font especially when projecting onto a screen with projector for meetings.
What problems is the product solving and how is that benefiting you?
One of the best platform for direct code execution, as well as tools for plotting, history, debugging and workspace management. Models are really easy to deploy in this language. The functions are simple and relatively straightforward.
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