Softnautics build state-of-the-art intelligent solutions with its expertise on Machine Learning (ML) services and Artificial Intelligence (AI) engineering for real-time decision making on the edge. Our focus in on building extremely low power models on constrained edge devices yet achieve, high accuracy using Deep Learning algorithms. We possess full capability to handle complete ML pipeline – data, model, optimization, and deployment. Our AI/ML applications span across domains involving security & surveillance, automotive, industrial, consumer, and more ensuring faster decision making, increased productivity and business process automation.
Machine Learning Expertise
Computer Vision
Powering products to see and take real-time accurate decisions
Voice ML
Interpret voice and take decision based on hot-word detection
OCR/NLP
Reading diverse forms of data to convert image to text, text to speech scenarios
Why Softnautics?
Softnautics with its Machine Learning and Artificial Intelligence expertise help organizations to develop custom solutions based on proprietary or open-source algorithms/frameworks that process data and run sophisticated algorithms on cloud and edge. Our USP includes:
- Supervised/unsupervised machine learning on structured and unstructured data
- Customized Machine and Deep Learning Models
- Natural Language Processing, Predictive and Statistical Modeling and Video Analytics
Machine Learning Platform Layers
Our four-step process to develop, fine-tunes and trains customized machine learning models according to specific business needs.
Data Management
- Data preparation for both training and validation
- Data annotation and enhancement
Model Training & Tuning
- Selection of appropriate frameworks
- Implementation of networks on embedded processors
Benchmarking
- Measuring inference metric like power, memory
- Automating scripts for validation
Deployment
- On Edge platform
- Cloud as service
- REST API for apps development
Machine Learning & AI Technology Stack
Our Machine Learning services & AI engineering team works on next generation platforms, advance tools, and frameworks to provide best in domain services to our customers.
Frameworks & Tools
Architectures
Targeted Applications
Ease-of-use ML solutions that are tailored to solve real-world problems in various industry sectors.
Consumer
- Targeted Advertisements
- Security & Surveillance
- Face Analytics and Tagging
- Fitness and Activity Monitoring
- Posture Detection
Automotive
- Voice Assistance
- Autonomous Cars
- Driver Distraction Detection
- Number Plate Recognition
- Traffic Sign Recognition
Industrial
- Optical Character Recognisition
- Natural Language Processing
- Text Analytics
- Object Detection
- Access Control
AR/VR/XR Reality
- Eye Tracking
- Smart Glasses
- VR Headsets
- Scene stitching
Success Story
Providing Low-Power FPGA Design Solutions for Deep Learning
Showcased a real-time smart vehicle classification system
Demo Videos
Real-Time Vehicle Classification
Key Phrase Detection
Face mask detection using Deep Neural Networks