Deploy scalable AI/ML solutions quickly using our
custom MLOps offerings to enhance the performance
of ML models across all business functions.
Deploy scalable AI/ML solutions quickly using our custom MLOps offerings to enhance the performance of ML models across all business functions.
“MLOps systems are increasingly common across various industries, yet research indicates that 87% of AI/ML models fail to reach production. Enterprises continue to encounter challenges related to scaling, automation, standardization, and cost-effectiveness of ML solutions. The skill gap and shortage of experienced ML professionals, monitoring tools, and automated processes contribute to inconsistent development standards, redundant efforts, and underperforming systems. Moreover, implementing ML projects with subpar standards exposes enterprises to risks related to governance, security, and compliance.”
SmartEdge IT assists in operationalizing your ML models through top-tier ML digital frameworks, automated workflows, and pre-built accelerators, ensuring scalable deployment of ML models in production. Our ML solutions facilitate faster development cycles, automate processes, and enhance your team’s capabilities with advanced MLOps tools, accelerating time-to-market while achieving your ML objectives confidently.
Machine learning (ML) involves iterative processes where data scientists invest considerable time testing various algorithms and fine-tuning hyperparameters to achieve optimal model performance. Automating these repetitive tasks can be accomplished through AutoML. Our approach includes providing all source code that generated every evaluated ML model, not just the top performer, enabling data scientists to customize models using the provided source code. Strategize and establish the optimal Machine Learning Operations (MLOps) framework for your enterprise leveraging our extensive MLOps expertise.
SmartEdge IT’s ML leaders help business to strategize and define the optimal Machine Learning Operations (MLOps) framework for your enterprise. Our extensive MLOps experience combined with our toolkits, based on industry best practices and technology partnerships, will accelerate your roadmap to scale your ML capabilities. From ML use case architectures to model realization, modernization, and democratization, we help you find the right path to succeed in your ML new initiatives.
SmartEdge IT’s ML team specialize in developing automated ML pipelines designed to take input data and code and process it, enabling you to train machine learning models seamlessly. Our ML pipeline development services ensure that your data is processed accurately and your ML models are trained to the highest standards for greater outcomes.
We ensure high-impact performance of ML systems with SmartEdge IT’s proven ML engineering capabilities, accelerators, frameworks, and agile methodologies for developing robust MLOps workflows. We have helped clients across the ML lifecycle – from setting up automated ML pipelines, setting up feature stores, deploying and shipping models at scale to monitoring models in production. We help you harness the potential of ML systems with standardization, feature addition, and enhanced performance of processes across the ML lifecycle.
SmartEdge IT’s REAL AI refers to the ethical and transparent use of AI, ensuring it aligns with human values, is secure, and respects privacy and dignity. SmartEdge IT MLOps specializes in creating and deploying reliable and accountable ML systems that respect human rights. Our implementation of Responsible AI leads to improved decision-making, increased efficiency, better customer experience, enhanced compliance, and better governance of ML models in production. Using fairness frameworks to control bias and explainable AI to make model recommendations clear, we deliver twice as likely business outcomes compared to other solutions.
The robustness in ML and AI systems depends upon continuous monitoring and model feedback. MLWorks, SmartEdge IT’s machine learning observability tool, is designed to bring end-to-end observability, monitoring of ML models, data and dependent pipelines to ensure continuous and effective production workloads, resulting in higher ROI for your AI investments.
We have extensive experience in deploying machine-learning models on cloud-native infrastructure that are optimized for ML workloads, such as Amazon Web Services (AWS), Microsoft Azure, and Google Cloud Platform (GCP), ensuring their high availability, scalability and reliability.
Our CI/CD service enables your data science team to quickly test new ideas and iterate on models by automating pipeline components’ building, testing and deployment to the target environment. By streamlining the development process of your machine learning pipeline, we help you accelerate time-to-market and achieve business growth.
Our observability solutions, such as distributed tracing, log analysis and anomaly detection are designed to provide real-time insights into the performance of your AI systems, enabling you to optimize and fine-tune your models for better accuracy and efficiency.
SmartEdge IT assists in operationalizing your ML models using top-tier frameworks, automated workflows, and pre-built accelerators to scale ML deployments effectively. Our solutions facilitate faster development cycles, automate processes, and enhance your team’s capabilities with advanced MLOps tools, accelerating time to value while achieving your ML objectives. Implementing ML projects with rigorous standards helps mitigate governance, security, and compliance risks for enterprises. As your trusted MLOps partner, we offer extensive experience in scaling over 10,000 models, making us the ideal choice for all your business needs.
Active consultants and engineers trained in DevOps tools & platforms
Currently servicing DevOps & Automation customers
C-sat score across all size of businesses consistently
Successfully projects delivered within budgets and time frame
Conducting full analysis and understanding of your existing IT systems is a key to success whilst adopting automotive technology solutions and industry best practices. We identify and understand your business technology challenges and develop concrete blueprint to execute custom Cloud and Infrastructure digital technology solutions to ensure business success.
We are agents of change, consistently learning and applying our deep cloud & infrastructure expertise to help leaders and businesses to work better, build greater, and deliver faster.
Copyright © 2024 SmartEdge IT Pvt. Ltd. All Rights Reserved.
