Talent.com
Senior Ml Engineer
Senior Ml EngineerTorinit • Faridabad, Republic Of India, IN
Senior Ml Engineer

Senior Ml Engineer

Torinit • Faridabad, Republic Of India, IN
5 days ago
Job description

Machine Learning Engineer (3–5 Years Experience)

Overview

  • Torinit Technologies Inc. is a Canadian-based digital consulting company. At Torinit, we don't just serve our clients;

we work with them to create transformative digital journeys by leveraging the latest technologies and world-class best practices. Our goal is to create an environment of continuous learning and success for our team and our clients.

We are a fast-growing team of passionate problem-solvers and life-long learners who aren't afraid of tackling complex problems. We've got a talented team of skilled, friendly, and driven individuals spanning the globe (primarily based in Canada and India), now we're looking to add more world-class talent to our team.

Role Overview

We are seeking a Machine Learning Engineer with 3–5 years of experience to design, build, deploy, and optimize ML / AI solutions across a range of business problems. The ideal candidate understands the full ML lifecycle —from data pre-processing and experimentation to deployment, monitoring, and continuous improvement.

The role requires strong engineering fundamentals , modeling expertise , and practical knowledge of MLOps , along with the ability to convert business use cases into scalable ML pipelines.

Key Responsibilities

1. Model Development & Experimentation

  • Build, train, and evaluate machine learning models (classification, regression, clustering, NLP, deep learning).
  • Develop custom models or adapt pre-trained models (transfer learning).
  • Conduct feature engineering, feature selection, and data transformation.
  • Perform hyperparameter tuning using tools like Optuna, Ray Tune, or built-in frameworks.
  • Evaluate model performance using appropriate metrics (AUC, F1, MAE, BLEU, WER, etc.).
  • 2. Data Engineering & Processing

  • Work with structured and unstructured data (text, images, audio, logs, documents).
  • Build data pipelines using Python, SQL, Spark, Airflow, or similar.
  • Apply data quality checks, deduplication, anomaly detection, and data validation (Great Expectations, pydantic).
  • 3. ML Deployment & MLOps

  • Deploy models as APIs using FastAPI, Flask, Node, or cloud-native tools.
  • Implement CI / CD pipelines for ML (GitHub Actions, GitLab, Jenkins).
  • Use containerization & orchestration (Docker, Kubernetes).
  • Manage models using MLflow, Vertex AI, SageMaker, Azure ML, or Databricks.
  • Implement automated retraining, model versioning, rollback, and monitoring.
  • Handle inference optimizations (quantization, batching, caching).
  • 4. LLM & GenAI (Preferred but not mandatory)

  • Work with foundation models like GPT, LLaMA, Claude, Mistral, etc.
  • Build RAG pipelines with vector databases (Qdrant, Pinecone, FAISS, Elasticsearch).
  • Prompt engineering and evaluation.
  • Optimize embeddings, context windows, and chunking strategies.
  • Integrate LLMs into production APIs and workflows.
  • 5. Cloud & Infrastructure

  • Experience with at least one cloud provider (AWS, Azure, GCP).
  • Use managed ML services like :
  • AWS : SageMaker, Lambda, Textract, Comprehend
  • Azure : AI Foundry, Functions, Search
  • GCP : Vertex AI, Cloud Run
  • Manage GPU / CPU compute workloads efficiently.
  • 6. Software Engineering Best Practices

  • Write clean, modular, well-tested Python code.
  • Maintain repositories adhering to branching, versioning, and code review standards.
  • Use design patterns for scalable ML pipelines.
  • Build internal tools for automation, testing, and monitoring.
  • 7. Cross-functional Collaboration

  • Work closely with product managers, data engineers, backend engineers, and business analysts.
  • Translate business problems into ML solutions with measurable ROI.
  • Document technical designs, APIs, models, architecture diagrams.
  • 8. Monitoring, Observability & Optimization

  • Implement model monitoring for data drift, concept drift, performance degradation.
  • Evaluate model reliability, bias, fairness.
  • Implement logging & metrics (Prometheus, Grafana, ELK).
  • Continuously improve model performance and resource usage.
  • Required Skills & Experience

    Technical Skills

  • Strong Python skills (NumPy, Pandas, Scikit-learn, PyTorch or TensorFlow).
  • Proficiency in ML algorithms , data structures, and ML system design.
  • Experience with deep learning , especially CNN / RNN / Transformers.
  • Knowledge of LLMs , embeddings, tokenizer concepts (preferred).
  • Strong understanding of vector databases (Qdrant, FAISS, Pinecone).
  • Hands-on experience with REST APIs , microservices, and cloud-native deployment.
  • Familiarity with SQL , NoSQL, and data warehouses (Snowflake / BigQuery / Redshift).
  • MLOps & Infrastructure

  • Docker, Kubernetes, Terraform (good to have).
  • MLflow or equivalent for experiment tracking.
  • CI / CD automation experience.
  • GPU optimization and parallel processing experience.
  • Soft Skills

  • Strong problem-solving abilities.
  • Excellent communication for explaining technical concepts to non-tech stakeholders.
  • Ownership mindset and ability to work independently.
  • Ability to work in a fast-paced, iterative, PoC-driven environment.
  • Curiosity to continuously learn new technologies.
  • Preferred Qualifications

  • Bachelor’s or Master’s degree in Computer Science, Engineering, Mathematics, or equivalent experience.
  • Experience building ML products end-to-end.
  • Experience in domains like FinTech, Healthcare, Retail, Manufacturing, or Real Estate is a plus.
  • Contributions to open-source ML frameworks are a bonus.
  • Torinit’s Ethos

  • Our guiding principles are the cornerstone of our success, shaping a dynamic environment where innovation, quality, and continuous growth are not just valued;
  • they're celebrated. As you consider joining our team, we invite you to explore the values that make us unique :

  • Transparent : This isn’t about having access to everything;
  • it's about fostering anenvironment where relevant information is proactively shared and easily accessible to our team and our clients. It is a commitment to ensuring information flows freely, enabling everyone to contribute effectively and make well-informed choices.

  • Resourceful : We embrace creative thinking and encourage our team to explore inventive ways to overcome obstacles while considering the most efficient use of available resources. This is the key to our ability to excel in any circumstance.
  • United : Our success is recognizing that what we do is a collective effort. It takes collaboration and teamwork within our teams and with our clients. We strive to do right for each other by creating win-win scenarios that benefit our clients, our team, and our company.
  • Excellence : Excellence is the driving force behind everything we do. It's our inherent desire to continuously reach new milestones and to be the best in our field. We never settle for mediocrity;
  • instead, we constantly raise the bar and ask ourselves, “What can I do better?”.

    Equal Opportunity

    We are a proud equal opportunity employer, dedicated to promoting diversity, equity, and inclusion in our hiring practices and workplace culture, ensuring that all qualified applicants receive consideration for employment without regard to race, color, religion, gender, gender identity or expression, sexual orientation, national origin, genetics, disability, age, or veteran status.

    Create a job alert for this search

    Senior Ml Engineer • Faridabad, Republic Of India, IN

    Related jobs
    Principal RTL Design Engineer / Co-founder - AI / ML Accelerator

    Principal RTL Design Engineer / Co-founder - AI / ML Accelerator

    Faststream Technologies • faridabad, India
    Lead / Own a world class NPU for Edge AI Inference.Develop ultra-low-power machine learning chips for intelligent sensing and autonomous navigation. Architect / Work independently and collaborativel...Show more
    Last updated: 4 days ago • Promoted
    Mlops Engineer

    Mlops Engineer

    EROS GenAI • Faridabad, Republic Of India, IN
    We are looking for an experienced MLOps Engineer to build and scale our AI infrastructure across Kubernetes, cloud-native environments, and serverless GPU platforms. You will own the end-to-end oper...Show more
    Last updated: 3 hours ago • Promoted • New!
    Senior HPC Engineer

    Senior HPC Engineer

    Netweb Technologies India Ltd. • Faridabad, Haryana, India
    Accomplished HPC Systems Engineer with 8–10 years of enterprise Linux administration and over 5 years of hands-on experience managing large-scale HPC clusters exceeding 500 cores and multi-petabyte...Show more
    Last updated: 30+ days ago • Promoted
    Senior Hpc Engineer

    Senior Hpc Engineer

    Netweb Technologies India Ltd. • Faridabad, Republic Of India, IN
    Accomplished HPC Systems Engineer with 8–10 years of enterprise Linux administration and over 5 years of hands-on experience managing large-scale HPC clusters exceeding 500 cores and multi-petabyte...Show more
    Last updated: 30+ days ago • Promoted
    Reliability Test Engineer

    Reliability Test Engineer

    PHOENIX CONTACT (I) Pvt. Ltd. • Faridabad, Republic Of India, IN
    Technical Shared Service Center.Engineering / Diploma in Electrical / Electronics / Instrumentation or equivalent.Ensuring authenticated / reliable safety testing and documentation as per national / int...Show more
    Last updated: 10 days ago • Promoted
    Design Engineer - Rotating Machines

    Design Engineer - Rotating Machines

    Innotec Power • Faridabad, Republic Of India, IN
    Motors & Alternators industry and knowledge of sheet metal design.The candidate will be responsible for developing new designs, creating 3D / 2D models, preparing engineering documentation, and worki...Show more
    Last updated: 23 days ago • Promoted
    Engineering Lead

    Engineering Lead

    Altellect • faridabad, haryana, in
    Koramangala, Bangalore | 5 Days WFO.Altellect is building the next generation of intelligent, high-growth, product-led ventures — and we’re looking for leaders who can help us shape the future.We a...Show more
    Last updated: less than 1 hour ago • Promoted • New!
    Engineer

    Engineer

    PHOENIX CONTACT (I) Pvt. Ltd. • Faridabad, Haryana, India
    Job Title : Senior Engineer – OT, IIoT and ISO Compliance.Location : Prithla, Palwal, Haryana.This role is pivotal in ensuring robust security, compliance, and operational excellence across the entir...Show more
    Last updated: 9 days ago • Promoted
    Lead AI / ML Engineer

    Lead AI / ML Engineer

    Simelabs - Digital, AI / ML, Automation, Robotics, Gen AI. • faridabad, India
    Architect scalable ML pipelines, services, and platforms using modern cloud and MLOps practices.Build, fine-tune, and integrate Generative AI models (LLMs, Vision Models, Multimodal Models) into bu...Show more
    Last updated: 5 hours ago • Promoted • New!
    MLOps Engineer

    MLOps Engineer

    EROS GenAI • faridabad, India
    We are looking for an experienced MLOps Engineer to build and scale our AI infrastructure across Kubernetes, cloud-native environments, and serverless GPU platforms. You will own the end-to-end oper...Show more
    Last updated: 5 hours ago • Promoted • New!
    Smart Metering & IoT Project Lead

    Smart Metering & IoT Project Lead

    ZENNER India • Faridabad, Republic Of India, IN
    ZENNER Aquamet India Private Limited (ZAIPL) is a joint venture with ZENNER International GmbH Germany specializing in water metering, submetering, and digital solutions for the Indian market.With ...Show more
    Last updated: 2 days ago • Promoted
    Site Reliability Engineer

    Site Reliability Engineer

    Pagos Consultants • faridabad, India
    This team will play a pivotal role in spearheading innovation.As such, you will have the opportunity to shape the early architecture and design of the system and set the trajectory for its future d...Show more
    Last updated: 5 hours ago • Promoted • New!
    Roll-to-Roll Applications Engineer

    Roll-to-Roll Applications Engineer

    APL Machinery Pvt. Ltd. • Faridabad, Republic Of India, IN
    This is a full-time on-site role for a Design Engineer located in Faridabad.The Design Engineer will be responsible for creating and developing designs for industrial printing machines.Day-to-day t...Show more
    Last updated: 30+ days ago • Promoted
    Manufacturing Director

    Manufacturing Director

    SV Management Consultants • Faridabad, Republic Of India, IN
    Ensure successful execution of.Manage resources effectively, including.Show more
    Last updated: 12 days ago • Promoted
    AWS AI / ML Engineer (Remote)

    AWS AI / ML Engineer (Remote)

    Mindcraft Labs • faridabad, India
    Remote
    This is a hands-on engineering role focused on building and maintaining AI and ML services on AWS.You will help turn ideas and prototypes into robust, production-ready APIs and ML flows using Amazo...Show more
    Last updated: 5 hours ago • Promoted • New!
    Associate Industrial Engineer

    Associate Industrial Engineer

    Havells India Ltd • Faridabad, Republic Of India, IN
    Conduct Time study, Line Balancing, VSM studies, Lean Layout Designing, manufacturing lead time reduction, etc.Conduct time study, line balancing studies & prepare norms. Prepare Layouts based on le...Show more
    Last updated: 13 days ago • Promoted
    AI / ML Engineer (Remote) - Contractual (3 months)

    AI / ML Engineer (Remote) - Contractual (3 months)

    DataOrbit AI • faridabad, India
    Remote
    We are looking for a Machine Learning Engineer to build efficient, data-driven artificial intelligence systems that advance our predictive automation capabilities. The candidate should be highly ski...Show more
    Last updated: 5 hours ago • Promoted • New!
    Senior ML Engineer

    Senior ML Engineer

    Torinit • faridabad, India
    Machine Learning Engineer (3–5 Years Experience).Canadian-based digital consulting company.At Torinit, we don't just serve our clients. we work with them to create transformative digital journeys b...Show more
    Last updated: 5 days ago • Promoted