Graphics-embedded machine learning development services
Automate processes, boost efficiency and drive innovation with machine learning development services from Luxoft, a company with a unique combination of 3D graphics engineering and machine learning expertise.
Our machine learning development services
Computer vision and machine learning consulting
Get an expert assessment of your business challenges and a solution proposal designed for your needs. We’ll help you select the right tools, set up development and create product prototypes, as well as advise on sophisticated algorithm development.
Video footage and image analysis
Leverage computer vision for automated object, sign and face recognition in video footage and images. We’ll deliver a computer vision solution that analyzes and recognizes patterns in footage or images from security cameras, dashcams and more.
Natural language processing
Employ natural language processing to automate sentiment analysis, customer support and fraud detection. We’ll develop and train an NLP system tailored to your needs, be it for a chatbot, speech recognition, customer review analysis or document processing automation.
Digital twin development
Minimize risks and enhance product development with 3D models of real-world products, systems or processes. Combine digital twins with image processing for automated anomaly detection with Luxoft’s machine learning development services.
Edge AI
Leverage edge AI on smart devices to ensure data security and privacy, power real-time analytics and improve responsiveness. We’ll help you ensure high infrastructure performance, minimize model training time and reduce decision delay.
Synthetic 3D graphics dataset creation
Ensure your machine learning solution is trained on high-quality visual data. We’ll create and manage your dataset of images, videos or 3D graphics, as well as analyze and assure its quality and perform synthetic data injections.
Neural network model optimization
Boost neural network training speed and accuracy with Luxoft’s expertise in model optimization. We’ll analyze your neural network’s architecture and dataset and provide you with actionable recommendations on how to refine both.
MLOps
Deploy and maintain your machine learning models more efficiently and reliably with MLOps. We are fluent in MLOps best practices, which allows us to speed up machine learning development and deployment without compromising its quality.
See computer vision in action
How computer vision powers a pig activity monitoring system: Interactive case study.
Results we have delivered with our unique expertise
70%
increase in performance
20%
hardware cost savings
$10m
YoY cumulative cost reduction
$20m+
projected five-year revenue boost
120%
claims processing productivity
20%
more cost-efficient operations
Streamline operations and drive innovation with Luxoft’s machine learning expertise
Our machine learning solutions across industries
Automotive
- Autonomous driving
- Simulations
- Driver status tracking
- Media systems for user entertainment
- Visual defect detection
Retail
- Customer review collection and analysis
- Chatbots
- Theft and shoplifting prevention
- Employee productivity monitoring
- Historical sales data and trend analysis
E-commerce
- Recommender systems
- Customer churn prediction
- Competitor product analytics
- Customer sentiment analysis
- Customer behavior analysis and demand prediction
Financial services
- Anomalous transaction detection for preventing fraud
- Anti-money laundering (AML) automations
- Customer data analytics for improving retention
- Invoice data capture and automated document processing
- Credit scoring for risk management
Why choose Luxoft for machine learning solutions development?
Luxoft's machine learning expertise in numbers
50+
graphics and machine learning specialists
20+
completed projects
100%
success rate
Our toolkit
GPU
- High performance compute
- Multimedia
- Benchmarking
Tools
- Compiler
- Profiler
- SDK
AI/ML
- Prototyping
- Datasets
- Inferences
- Explainable AI
Graphics
- Photorealistic rendering
- CAD/3D plugins
- Game engines
Our computer vision solution features
● Support for all H/W platforms and frameworks used by AI/ML ecosystems
● Cutting-edge CI/CD, MLOps and test automation best practices
● Cloud-agnostic deployment for Azure, AWS, GCP and hybrid solutions
● High-quality, up-to-date online documentation and tutorials
News and insights
Deploy an optimized, reliable and scalable ML solution tailored to your unique needs
FAQ
A computer vision application is an ML-powered system that can:
- Classify images
- Detect and segment objects in images
- Assess object position and pose
- Recognize and identify faces
- Convert text in images into machine-recognizable data
Machine learning is a subfield of artificial intelligence and the underlying technology that powers computer vision systems. It has a broader application range than computer vision as it can also power other solutions, such as natural language processing ones.
In essence, machine learning is the basis of image processing and object tracking and analysis. ML algorithms are trained using large datasets of footage or images with labels. The application learns to recognize a pattern in labeling and works out the rules that it later uses to fulfill its purpose.
MLOps — Machine Learning Operations — is a set of practices and principles used in machine learning development and operations. MLOps seeks to improve workflow efficiency across the board and ensure output quality.
Luxoft’s machine learning development processes are designed with MLOps in mind. This allows us to:
- Accelerate model experimentation and development
- Facilitate continuous integration and delivery
- Deploy models into production faster
- Assure consistent model quality and performance over time with continuous testing
- Simplify management process
- Automate certain workflows, such as ML model deployment, in large-scale production
As a result, our clients receive high-performance, accurate and reliable ML solutions faster and at a reduced cost.
Introducing a machine learning/computer vision solution can allow the organization to:
- Get insights and predictions faster as AI/ML algorithms can process large datasets faster and more accurately than any employee or team
- Accelerate decision-making with continuous real-time data analysis and accurate predictions, and enhance resilience and flexibility as a result
- Hyperpersonalize customer experiences with real-time accurate sentiment analysis and behavior prediction, thus improving customer retention and lifetime value
- Automate manual processes and whole workflows, thus improving productivity and employee satisfaction and allowing employees to focus on value-added activities
- Reduce operational costs while increasing efficiency by replacing manual labor with an automated solution