Posted 19 June, 2026
Senior ML Engineer
VARITE INDIA PRIVATE LIMITED
Bangalore, Karnataka, IN
Full Time
Reference: 26-34585-2522-2
Company Name: VARITE India Private Limited
About The Client:
Client provides industry-leading audit, consulting, tax and advisory services to many of the world's most admired brands, including nearly 90% of the Fortune 500® and more than 9000 U.S.-based private companies.
About The Job:
How to Apply: Interested candidates are encouraged to respond/submit their updated resumes, and for additional job opportunities, please visit Jobs In India – VARITE.
Unlock Rewards: Refer Candidates and Earn.
If you're not available or interested in this opportunity, please pass this along to anyone in your network who might be a good fit and interested in our open positions. VARITE offers a Candidate Referral program, where you'll receive a one-time referral bonus based on the following scale if the referred candidate completes a three-month assignment with VARITE.
Experience Level Bonus Referral:
About VARITE: VARITE is a global staffing and IT consulting company providing technical consulting and team augmentation services to Fortune 500 Companies in USA, UK, CANADA and INDIA. VARITE is currently a primary and direct vendor to the leading corporations in the verticals of Networking, Cloud Infrastructure, Hardware and Software, Digital Marketing and Media Solutions, Clinical Diagnostics, Utilities, Gaming and Entertainment, and Financial Services.
Equal Opportunity Employer:
VARITE is an equal opportunity employer. We celebrate diversity and are committed to creating an inclusive environment for all employees. We do not discriminate on the basis of race, color, religion, sex, sexual orientation, gender identity or expression, national origin, age, marital status, veteran status, or disability status.
About The Client:
Client provides industry-leading audit, consulting, tax and advisory services to many of the world's most admired brands, including nearly 90% of the Fortune 500® and more than 9000 U.S.-based private companies.
About The Job:
- Years of Experience: 5-10years, Preferable: Production Engineering knowledge Oil & Gas industry
- Timeseries ML and constrained optimization for production ramp/sequence planning; ability to encode facility guardrails and drawdown targets.
- Pressuresystem feature engineering using DHP/WHP/Manifold/Up/Downstream signals; comfort reconciling telemetry with physical Cliention.
- OT/historian (PI) data wrangling at scale; robust handling of gaps, sensor drift, and event slicing for ramp windows.
- Azure ML model packaging, endpoints, monitoring; handson with CI/CD for retrains and can migrate from HPCtrained models to cloudserved artifacts.
- Operatorcentric delivery: translating model outputs into clear ramp steps/visual cues (stoplights, countdowns) and validating against controlroom practice.
- A highly skilled Machine Learning Engineer with 5–10 years of experience in timeseries forecasting, sensorlevel feature engineering, and optimization models for industrial/energy systems. Strong background working with PI historian, operational telemetry, and production facility constraints.
- Proficient in designing endtoend ML pipelines—from OT data extraction and feature engineering to model deployment, monitoring, and operatorcentric UI delivery. Adept at translating complex ML/optimization outputs into clear operational instructions used by field/production teams.
- As a key contributor, will participate in the full software development lifecycle—from concept and design to testing, deployment, and optimization.
- This role requires strong problem-solving skills, a solid understanding of development tools, and the ability to adapt to evolving technologies.
- Effective communication and collaboration are essential for working with team members and stakeholders throughout the development process.
- Senior ML Engineer (6+ years)
- Applied Scientist – Energy Optimization
- OT Data + ML Specialist
- Azure ML: Pipelines, endpoints, environments, registries
- ADF and Azure Databricks (PySpark, Delta Lake, DLT)
- CI/CD via Azure DevOps — YAML pipelines, automated retrains
- Monitoring: Application Insights, Azure Monitor, data drift monitors
- Containerization (Docker), ONNX model packaging
- Working knowledge of containerization (Docker) and API deployment (FastAPI/Flask).
- Experience in oil & gas, energy, or industrial automation environments.
- Exposure to artificial lift systems (ESP/gaslift) or hydraulic flow models.
- Knowledge of physicsbased modeling, surrogate modeling, or hybrid ML+physics workflows.
- Experience with realtime streaming (Event Hubs, Kafka, IoT Hub).
- Shape
- Software Engineering Skills
- Python (NumPy, Pandas, PyTorch, Scikitlearn)
- PySpark, Delta Lake, ADLS
- REST APIs (FastAPI/Flask)
- Git, testing frameworks, logging & monitoring best practices
- Shape
- Strong crossfunctional communication with production engineers, operators, SMEs
- High ownership & ability to simplify complex ML outputs
- Can work with ambiguity and evolving requirements
- Comfortable leading design discussions and technical decisions
How to Apply: Interested candidates are encouraged to respond/submit their updated resumes, and for additional job opportunities, please visit Jobs In India – VARITE.
Unlock Rewards: Refer Candidates and Earn.
If you're not available or interested in this opportunity, please pass this along to anyone in your network who might be a good fit and interested in our open positions. VARITE offers a Candidate Referral program, where you'll receive a one-time referral bonus based on the following scale if the referred candidate completes a three-month assignment with VARITE.
Experience Level Bonus Referral:
| 0-2 years | INR 5,000 |
| 2-6 years | INR 7,500 |
| 6+ years | INR 10,000 |
About VARITE: VARITE is a global staffing and IT consulting company providing technical consulting and team augmentation services to Fortune 500 Companies in USA, UK, CANADA and INDIA. VARITE is currently a primary and direct vendor to the leading corporations in the verticals of Networking, Cloud Infrastructure, Hardware and Software, Digital Marketing and Media Solutions, Clinical Diagnostics, Utilities, Gaming and Entertainment, and Financial Services.
Equal Opportunity Employer:
VARITE is an equal opportunity employer. We celebrate diversity and are committed to creating an inclusive environment for all employees. We do not discriminate on the basis of race, color, religion, sex, sexual orientation, gender identity or expression, national origin, age, marital status, veteran status, or disability status.
