Sold by: kCloudHubs LLC
Deployed on AWS
AWS Free Tier
This product has charges associated with it for seller support. BOB is a powerful open-source signal processing, machine learning, and biometric recognition framework designed for research and development. It provides a comprehensive collection of tools for data processing, pattern recognition, computer vision, speaker recognition, face recognition, and scientific computing.
Overview
BOB 12.1.1 on Ubuntu 26.04 with Free Maintenance Support by kCloud
BOB 12.1.1 on Ubuntu 26.04 is a powerful open-source framework for machine learning, signal processing, computer vision, and biometric recognition available through AWS Marketplace. This solution includes free maintenance support from kCloud, with optional premium support for organizations requiring advanced deployment assistance and infrastructure optimization.
BOB provides a rich collection of tools for developing, evaluating, and deploying data-driven applications. It is widely used in machine learning research, biometric authentication systems, image analysis, speech processing, and scientific computing environments.
What BOB Does
BOB enables users to build data processing pipelines, perform feature extraction, train machine learning models, analyze images and audio data, and develop biometric recognition systems. Its modular architecture allows researchers and developers to create custom workflows while maintaining reproducibility and scalability.
Key Features
- Machine learning and pattern recognition libraries.
- Computer vision and image processing capabilities.
- Signal and audio processing tools.
- Biometric recognition and evaluation framework.
- Python-based scientific computing environment.
- Extensible APIs for custom development.
Technical Highlights
- BOB 12.1.1 pre-installed and optimized.
- Ubuntu 26.04 LTS operating system.
- Feature extraction and data processing tools.
- Support for AI and analytics workloads.
- Research-oriented and extensible architecture.
- Ready for cloud deployment on AWS.
AWS Marketplace Benefits
- Pre-configured AWS Marketplace AMI.
- Rapid deployment on Amazon EC2.
- Reduced setup and configuration effort.
- Suitable for development and production environments.
- Designed for scalable analytics workloads.
Use Cases
- Machine learning model development.
- Face recognition applications.
- Speaker recognition systems.
- Computer vision projects.
- Signal processing workflows.
- Scientific computing environments.
- AI research and analytics platforms.
Maintenance Support
kCloud provides free maintenance support to help ensure reliable operation. Optional premium support is available for advanced configuration, performance tuning, infrastructure optimization, migration assistance, and enterprise deployment requirements.
Why Choose This Solution?
BOB 12.1.1 on Ubuntu 26.04 delivers a ready-to-use platform for machine learning, computer vision, signal processing, and biometric research. With integrated tools, flexible development capabilities, and AWS-optimized deployment, it helps organizations accelerate innovation while simplifying infrastructure management.
Highlights
- Comprehensive libraries for machine learning, pattern recognition, and scientific computing workflows.
- Supports face recognition, speaker recognition, fingerprint analysis, and biometric authentication research.
- Powerful tools for image processing, feature extraction, audio analysis, and signal processing applications.
Details
Sold by
Delivery method
Delivery option
64-bit (x86) Amazon Machine Image (AMI)
Latest version
Operating system
Ubuntu 26.04
Deployed on AWS
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Features and programs
Financing for AWS Marketplace purchases
AWS Marketplace now accepts line of credit payments through the PNC Vendor Finance program. This program is available to select AWS customers in the US, excluding NV, NC, ND, TN, & VT.
Pricing
Pricing is based on actual usage, with charges varying according to how much you consume. Subscriptions have no end date and may be canceled any time.
Additional AWS infrastructure costs may apply. Use the AWS Pricing Calculator to estimate your infrastructure costs.
If you are an AWS Free Tier customer with a free plan, you are eligible to subscribe to this offer. You can use free credits to cover the cost of eligible AWS infrastructure. See AWS Free Tier for more details. If you created an AWS account before July 15th, 2025, and qualify for the Legacy AWS Free Tier, Amazon EC2 charges for Micro instances are free for up to 750 hours per month. See Legacy AWS Free Tier for more details.
Dimension | Cost/hour |
|---|---|
m4.large Recommended | $0.03 |
t2.micro | $0.01 |
t3.micro | $0.03 |
t3.medium | $0.03 |
t2.2xlarge | $0.03 |
t2.medium | $0.03 |
t3.nano | $0.03 |
r3.large | $0.03 |
r4.large | $0.03 |
t3.large | $0.03 |
Vendor refund policy
No Refund
Legal
Vendor terms and conditions
Upon subscribing to this product, you must acknowledge and agree to the terms and conditions outlined in the vendor's End User License Agreement (EULA) .
Content disclaimer
Vendors are responsible for their product descriptions and other product content. AWS does not warrant that vendors' product descriptions or other product content are accurate, complete, reliable, current, or error-free.
Delivery details
64-bit (x86) Amazon Machine Image (AMI)
Amazon Machine Image (AMI)
An AMI is a virtual image that provides the information required to launch an instance. Amazon EC2 (Elastic Compute Cloud) instances are virtual servers on which you can run your applications and workloads, offering varying combinations of CPU, memory, storage, and networking resources. You can launch as many instances from as many different AMIs as you need.
Version release notes
Packaged with latest updates as of June/2026
Additional details
Usage instructions
Connect you your instance via SSH, the username is ubuntu. More info on SSH: https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html - Run the following commands:
sudo su
cd /opt
source bob-env/bin/activate
pip show bob
Connect to your Linux instance using an SSH client - Amazon Elastic Compute Cloud Connect to your Linux instances using an SSH client.
Support
Vendor support
Feel free to reach out anytime. Our support team is available 24x7 for assistance mail: meha@kcloudhubs.com
AWS infrastructure support
AWS Support is a one-on-one, fast-response support channel that is staffed 24x7x365 with experienced and technical support engineers. The service helps customers of all sizes and technical abilities to successfully utilize the products and features provided by Amazon Web Services.
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