MLOps

Ensuring A Reliable, Efficient AI Model Development Lifecycle

EX Squared relies on its robust MLOps framework and process to ensure applications run as efficiently as possible throughout the AI lifecycle.

ML Development

  • Model Development
Our collaborative MLOps practice streamlines models from concept development through production launch. Using machine learning and AI development tools like MLflow and Weights & Biases, we track experiments and package code into reproducible runs. This helps to quickly identify and deploy the best-performing models with confidence.
  • Model Training
Evaluating and optimizing ML models is critical to ensure the highest levels of performance & accuracy. Automated pipelines and leading industry tools like KubeFlow help us conduct extensive experiments and track results in the most effective and scalable ways.

ML Deployment

  • CI/CD for Machine Learning
Continuous Integration & Delivery practices are essential at EX Squared. For MLOps, this includes data validation, model training and performance evaluation. Argo Workflows, Kubernetes, Jenkins, and other tools help automate code/model deployments and test runs. Our ML pipelines move new/changed models rapidly & reliably from Dev to Prod environments with more consistency and fewer errors.
  • Data Management
With two decades of experience, EX Squared uses time-tested versioning and QA processes to ensure datasets are always reliable and up-to-date.
  • Monitoring & Management
For greater accuracy, we track models’ performance to detect concept or data drift, and set notification alerts if anomalies or other deviations from expected behavior occur. KServe helps to serve up AI models predictably, and at scale.
  • Compliance & Governance
We implement tracking & versioning processes to ensure AI models adhere to regulatory, ethical and privacy requirements specific to your business. For high-transparency needs, we can also facilitate audit trails and model explainability.

Talk with us

Let us know how we can help shape your future.

Sahil Dhawan​​

General Manager, India

Leading our international development and data science teams Sahil leads a team of over 200 highly skilled senior technologists. creating an award Winning culture has resulted in a team that delivers a level of excellence unmatched by our global competitors.

JW

Head of Design

With digital product design leadership and experience forged at great brands like Capital One, Intuit and Match®, among others, JW brings the deep experience our clients demand in order to launch award winning digital products that delight and amaze users.

Steve Darnell​​

Chief Financial Officer​

Steve Darnell is a strategic financial executive with deep experience in driving fiscal performance, operational efficiency, and long-term value creation. As CFO at EX Squared, he leads financial planning and analysis, capital strategy, and risk management while partnering across teams to align financial goals with company growth. Steve brings a data-driven mindset and a strong foundation in corporate finance, helping steer the organization through key investment decisions and scalable business initiatives.

Johanna Fernandez​

General Manager, LATAM

With over 15 years of experience in human resources and business administration, Johanna brings unique insights into stakeholder & conflict management, driven by my commitment to human development. As a licensed Practitioner of NLP and certified in Management 3.0, she is dedicated to creating collaborative environments and driving business success through effective management, conflict resolution, negotiation, and process improvement. Additionally, Johanna is a fierce advocate for women's equity in the tech industry, striving to break barriers and foster diversity and inclusion.

Mike Peloquin​​

VP

It's not every day you get to work with amazingly talented people. I'm thrilled to say I do. They're not just the people who work here at EXSQ; they're the people we collaborate with at our clients. Together we form brilliant digital product ideas into innovative enterprise-scale digital products for some of the world's best brands. We set the highest standards, we work damn hard and we have a blast doing it.

Lisa Carolan​

VP, Delivery and Operations​

Lisa brings energy and innovation to analyze needs and define technology solutions to meet our customer goals. Her experience spans recognizable brands including HP, Sony, Lennar Homes, SLB, and Bank of America along with startup and growth phase organizations.

With two decades of experience spanning major brands like HP, Sony, Lennar Homes, and Bank of America, as well as startups, Lisa excels at driving results-focused strategies that align with client goals. Her expertise in designing and implementing technology has helped organizations innovate and scale, ensuring measurable engagement and outcomes that drive mutual success.

Krishna Murthy

Chief Executive Officer

With a proven track record in helping businesses navigate the digital disruption occurring around them, his background is solidly founded in digital transformation. Under his leadership, EXSQ has grown into a premier technology partner, serving clients large and small. Krishna’s management philosophy is based on the principle of servant leadership and putting our clients first in all we do here at EXSQ, and he has set the benchmarks for how we hire and retain the finest talent possible, fostering a culture of excellence at EXSQ.

Krishna’s expertise spans technology leadership, eCommerce and SaaS development, mergers and acquisitions, and global business operations. He has notable experience in strategic planning, investor relations, and board-level interactions. With experience across companies at varying stages of maturity, Krishna also leads initiatives in data science, AI, analytics, and talent development, ensuring EXSQ remains at the forefront of innovation and operational excellence.

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