# Compare NVIDIA GPU Cloud (NGC) vs Anaconda 2026 | Capterra

> Unsure of what to choose? Check Capterra to compare NVIDIA GPU Cloud (NGC) and Anaconda based on pricing, features, product details, and verified reviews.

Source: https://www.capterra.com/compare/171055-191760/DIGITS-vs-Anaconda

---

# NVIDIA GPU Cloud (NGC) vs Anaconda Features and Cost Comparison

Last updated March 13th, 2026

Provider data verified by our Software Research team, and reviews  
moderated by our Reviews Verification team.[Learn more](https://www.capterra.com/our-story/)

Your comparison:

NVIDIA GPU Cloud (NGC)Anaconda2/4 selected

[NVIDIA GPU Cloud (NGC)](https://www.capterra.com/p/171055/DIGITS/)[4.5 (25)](https://www.capterra.com/p/171055/DIGITS/reviews/)

[Anaconda](https://www.capterra.com/p/191760/Anaconda/)[4.6 (86)](https://www.capterra.com/p/191760/Anaconda/reviews/)

[## NVIDIA GPU Cloud (NGC)](https://www.capterra.com/p/171055/DIGITS/)[4.5 (25)](https://www.capterra.com/p/171055/DIGITS/reviews/)

Starting Price

Contact vendor

Value-for-Money

4.1

Functionality

4.7

Ease of Use

4

Customer Service

4.1

Reviews Sentiment

zb

Based on [25 reviews](#user-reviews)

Positive

24

Neutral

1

Negative

0

[## Anaconda](https://www.capterra.com/p/191760/Anaconda/)[4.6 (86)](https://www.capterra.com/p/191760/Anaconda/reviews/)

Starting Price

Contact vendor

Value-for-Money

4.6

Functionality

4.7

Ease of Use

4.4

Customer Service

4

Reviews Sentiment

Based on [86 reviews](#user-reviews)

Positive

82

Neutral

4

Negative

0

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## Summary

* * *

Features in Deep Learning Software

2 / 49

Only NVIDIA GPU Cloud (NGC)

-   Neural Network Modeling

Best performer

15 / 49

Only Anaconda

-   API
-   Collaboration Tools
-   Compliance Management

User satisfaction

User satisfaction

4.5

User reviews[25](https://www.capterra.com/p/171055/DIGITS/reviews/)

Ease of use

4.0

Functionality

4.7

Value for money

4.1

Customer support

4.1

User satisfaction

4.6

User reviews[86](https://www.capterra.com/p/191760/Anaconda/reviews/)

Ease of use

4.4

Functionality

4.7

Value for money

4.6

Customer support

4.0

Price starts from

Price starts from

\--

-   Free version
-   Free trial

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\--

-   Free version
-   Free trial

Best for

Best for

Not provided by vendor

Best for

Mid to large scale businesses building enterprise-grade data science, machine learning, and AI models and tools, such as churn prediction models and on-prem LLMs.

## User reviews

Pros & cons

Not enough reviews

AR

Aditya R.

Product Manager

> "It has made data management much easier by providing a stable environment to work with large datasets and popular libraries without constant..."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___7073131)

GT

Gregor T.

Senior Operations Executive

> "It can be really slow to open Anaconda, and initially I was very confused about the different applications integrated into it as it's not immediately..."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___3572886)

AR

Aditya R.

Product Manager

> "Installing Python, managing libraries, and working with tools like Jupyter Notebook becomes much simpler, especially when handling data analysis tasks."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___7073131)

JJ

Jibin J.

Automation Engineer

> "I didn't find anything to dislike, But sometimes the tool crashes in between working and reloading takes much time."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___3853906)

Fungai Nicole C.

Support Worker

> "I like that it has a large variety of integrations for example CoLab and this was really awesome because I could edit my python code in the Anaconda..."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___6781119)

Edwin O.

Administrative Assistant

> "This software takes a long time to open compared to other related alternatives. When I try to update one package of anaconda, it automatically..."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___3084099)

AR

Aditya R.

Product Manager

> "What I liked most about Anaconda is how smoothly it brings everything together in one place."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___7073131)

Dr Shafi S.

Assistant professor

> "This software isn't good for slow machines."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___3729304)

Fungai Nicole C.

Support Worker

> "I was having trouble installing Streamlit on my computer and as soon I followed the easy instructions, I could just play a Play button and the..."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___6781119)

UU

Ugnė U.

Analytics Team Lead

> "Using it can cause some errors, you need to remember to use the conda command line interface instead of the default one."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___3166032)

Austin M.

Software Analyst

> "I think the most impactful thing about Anaconda is the freedom to choose what do you want to install on your virtual environments, each and every one..."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___5052297)

VR

Verified Reviewer

Analytics Consultant

> "It takes a long time to upload large-sized datasets and computations consume too much RAM."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___3173553)

MM

Moustafa M.

AI Researcher

> "I like that Anaconda provides the Anaconda prompt tool which enables me to install the packages and libraries I want using the terminal."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___4912812)

VR

Verified Reviewer

Data analyst

> "installing it for the first time may be difficult for some people, I once faced a problem while installing it for a user that has an apostrophe in his..."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___3486620)

Austin M.

Software Analyst

> "The best thing about Anaconda is that if you break something in an environment, it doesn't replicate to the rest of them, so you can rest assured that..."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___5052297)

VR

Verified Reviewer

Data Scientist

> "Sometimes there are issues if you need to do something and it doesn't work with the current version of Python and this causes some frustration."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___3134157)

VS

Vikash S.

Assistant professor

> "Its easy to use ..and have multiple library functions pre installed in it"

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___6419632)

RN

Riazuddin N.

Deputy Manager

> "One thing I don't like is the dependencies to install few libraries and packages."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___3436243)

AM

Abir M.

Trainer

> "It contains almost all the python IDE. Once we download Anaconda all the most needed libraries are already installed."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___6204320)

RG

Robert G.

Developer

> "My machine is beefy, but I could understand how using local compute on a weaker machine could be frustrating. "

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___3481801)

AM

Ailed M.

Engineer

> "Anaconda is a great way to integrate the scripts from different code languages, being able to perform better analysis, no limitated to one source."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___4459177)

Ali Qammar R.

T24 Technical Analyst

> "it has some errors while installing new packages like PyViz packages."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___2910116)

CD

Cyrus D.

Software Developer

> "Ease of use, multifunctionality of applications and wide variety of features are just a few of its great attributes."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___4825421)

Omar H.

Machine learning engineer - Intern

> "I dislike the idea that it has slow start-up time."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___3099701)

Naresh B.

Frontend Engineer

> "It was easy to use and it has support for multiple applications to make it easy to use multiple features from the same application."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___6086676)

Omar H.

Machine learning engineer - Intern

> "It is slow to start-up."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___3099701)

Harsh D.

Researcher

> "Anaconda is by far the best tool available for Python Begineers."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___4929755)

Shushant P.

Data Scientist

> "There are no such features I do not like about this software."

[See full review](https://www.capterra.com/p/191760/Anaconda/#Capterra___2698877)

[View Reviews](https://www.capterra.com/p/191760/Anaconda/reviews/)

## User interface

No images or videos  
provided by vendor

[Anaconda](https://www.capterra.com/p/191760/Anaconda/)

4.63 (86)

### Features

NVIDIA GPU Cloud (NGC)

2/49

-   Activity Dashboard
-   Activity Tracking
-   AI Copilot
-   API
-   Artificial Neural Networks
-   Asynchronous Learning
-   Collaboration Tools
-   Compliance Management
-   Configuration Management
-   Content Management
-   Continuous Delivery
-   Customizable Reports
-   Data Capture and Transfer
-   Data Extraction
-   Data Import/Export
-   Data Profiling
-   Data Security
-   Data Transformation
-   Data Visualization
-   Document Classification
-   Generative AI
-   Image Analysis
-   Image Recognition
-   ML Algorithm Library
-   Model Training
-   Monitoring
-   Multi-Language
-   Natural Language Processing
-   Neural Network Modeling
-   No-Code
-   Performance Management
-   Performance Metrics
-   Predictive Analytics
-   Progress Tracking
-   Quality Control
-   Real-Time Data
-   Real-Time Monitoring
-   Real-Time Reporting
-   Reporting & Statistics
-   Search/Filter
-   Self-paced Learning
-   Synchronous Learning
-   Third-Party Integrations
-   Troubleshooting
-   Version Control
-   Visual Analytics
-   Visualization
-   Voice Recognition
-   Workflow Management

[See all features](https://www.capterra.com/p/171055/DIGITS/#features)

Anaconda

Top features

15/49

-   Activity Dashboard
-   Activity Tracking
-   AI Copilot
-   API
-   Artificial Neural Networks
-   Asynchronous Learning
-   Collaboration Tools
-   Compliance Management
-   Configuration Management
-   Content Management
-   Continuous Delivery
-   Customizable Reports
-   Data Capture and Transfer
-   Data Extraction
-   Data Import/Export
-   Data Profiling
-   Data Security
-   Data Transformation
-   Data Visualization
-   Document Classification
-   Generative AI
-   Image Analysis
-   Image Recognition
-   ML Algorithm Library
-   Model Training
-   Monitoring
-   Multi-Language
-   Natural Language Processing
-   Neural Network Modeling
-   No-Code
-   Performance Management
-   Performance Metrics
-   Predictive Analytics
-   Progress Tracking
-   Quality Control
-   Real-Time Data
-   Real-Time Monitoring
-   Real-Time Reporting
-   Reporting & Statistics
-   Search/Filter
-   Self-paced Learning
-   Synchronous Learning
-   Third-Party Integrations
-   Troubleshooting
-   Version Control
-   Visual Analytics
-   Visualization
-   Voice Recognition
-   Workflow Management

[See all features](https://www.capterra.com/p/191760/Anaconda/#features)

### Recognition

No recognitions have been awarded to NVIDIA GPU Cloud (NGC)

Anaconda

Best Value Machine LearningSoftware (2022) 

### Deployment & support

NVIDIA GPU Cloud (NGC)

Deployment

-   Cloud, SaaS, Web-Based
-   Desktop Mac
-   Desktop Windows
-   Desktop Linux
-   On-Premise Windows
-   On-Premise Linux
-   Desktop Chromebook
-   Mobile Android
-   Mobile iPhone
-   Mobile iPad

Support

-   Email/Help Desk
-   FAQs/Forum
-   Knowledge Base
-   Phone Support
-   24/7 (Live rep)
-   Chat

Training

-   In Person
-   Live Online
-   Webinars
-   Documentation
-   Videos

Anaconda

Deployment

-   Cloud, SaaS, Web-Based
-   Desktop Mac
-   Desktop Windows
-   Desktop Linux
-   On-Premise Windows
-   On-Premise Linux
-   Desktop Chromebook
-   Mobile Android
-   Mobile iPhone
-   Mobile iPad

Support

-   Email/Help Desk
-   FAQs/Forum
-   Knowledge Base
-   Phone Support
-   24/7 (Live rep)
-   Chat

Training

-   In Person
-   Live Online
-   Webinars
-   Documentation
-   Videos

### Company Details

NVIDIA GPU Cloud (NGC)

-   By Mellanox Technologies, Inc.
-   Located in United States
-   Founded in

Anaconda

-   By Anaconda
-   Located in United States
-   Founded in

## Popular Comparisons

[Anaconda](https://www.capterra.com/p/191760/Anaconda/)[4.63 (86)](https://www.capterra.com/p/191760/Anaconda/reviews/)

vs

[Dataiku](https://www.capterra.com/p/142192/Data-Science-Studio-DSS/)[4.62 (13)](https://www.capterra.com/p/142192/Data-Science-Studio-DSS/reviews/)

Contact vendor for pricing

Price

$0.01/year

4.7

Features

4.5

4.4

Ease of Use

4.5

[View full comparison](https://www.capterra.com/compare/142192-191760/Data-Science-Studio-DSS-vs-Anaconda)