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

Senior Ml Engineer

Torinit • Amritsar, Republic Of India, IN
6 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 • Amritsar, Republic Of India, IN

    Related jobs
    Mobile Device Management (MDM) Engineer

    Mobile Device Management (MDM) Engineer

    ITC Infotech • amritsar, punjab, in
    Mobile Device Management (MDM) Engineer.Intune Lead Job Summary : Were looking for a skilled MDM Engineer to design, implement, and support enterprise mobile and endpoint device strategies using Mic...Show more
    Last updated: 2 hours ago • Promoted • New!
    Tender And Estimation Engineer

    Tender And Estimation Engineer

    Walex Engineering Services Pvt Ltd • amritsar, punjab, in
    Electrical Tender & Estimation Engineers.From technical drawings and BOQ analysis to vendor coordination and cost estimation, our engineers ensure every tender reflects our commitment to.Preparatio...Show more
    Last updated: 2 hours ago • Promoted • New!
    SAP MTS / PP / QM

    SAP MTS / PP / QM

    Tata Consultancy Services • amritsar, punjab, in
    Mode of Interview : Walk-in Drive.Date of Interview : 06-Dec-25 (Saturday).Strong consulting experience in SAP PP / QM.Integration knowledge to modules like MM, FI, CO, SD is preferred.Strong configura...Show more
    Last updated: 2 hours ago • Promoted • New!
    DLP & CASB L2 Engineer

    DLP & CASB L2 Engineer

    RENOVISION AUTOMATION SERVICES PVT.LTD • amritsar, punjab, in
    Review and validate DLP and CASB alerts escalated by L1 analysts.Investigate potential data exfiltration, misuse, or policy violations across email, endpoint, and web channels.Escalate confirmed in...Show more
    Last updated: 2 hours ago • Promoted • New!
    Operations and Maintenance Engineer

    Operations and Maintenance Engineer

    Sunbuy Renewables Limited • amritsar, punjab, in
    Sunbuy Renewables Limited, a prominent Solar EPC company based in India, specializes in the design, installation, and operation & maintenance of solar energy systems. We are adept at handling divers...Show more
    Last updated: 2 hours ago • Promoted • New!
    Machine Learning Engineer

    Machine Learning Engineer

    Recro • amritsar, punjab, in
    What would you be doing / Expected from this role?.Collaborate with cross-functional teams including data scientists, engineers, and product managers to deliver AI-driven solutions.Drive the archite...Show more
    Last updated: 30+ days ago • Promoted
    Sr PTC FlexPLM Developer / Lead

    Sr PTC FlexPLM Developer / Lead

    KMM Technologies, Inc. • amritsar, punjab, in
    Position Name : Sr PTC FlexPLM Developer / Lead.Work Hours : M-F Working Hours : 9am EST to 2pm US EST.There is an urgent resource need with PTC FlexPLM software implementation experience.Senior Develop...Show more
    Last updated: 30+ days ago • Promoted
    Senior Data Engineer

    Senior Data Engineer

    Primesoft Inc • amritsar, punjab, in
    Primesoft Enterprise IT Services Pvt.As a Software Engineer II - Data, you will contribute to the design and development of data systems including pipelines, APIs, analytics, AI and machine learnin...Show more
    Last updated: 30+ days ago • Promoted
    Solar Engineer (Fresher / Entry Level)

    Solar Engineer (Fresher / Entry Level)

    Inzonn • amritsar, punjab, in
    At Inzonn, we believe the next generation of solar talent will define the world’s clean energy future.That’s why we are seeking passionate and driven freshers and early-career professionals who are...Show more
    Last updated: 2 hours ago • Promoted • New!
    Sap Senior MM Consultant

    Sap Senior MM Consultant

    Taltech Technologies Pvt. Ltd. • amritsar, punjab, in
    With expertise in finding the best talent, Taltech's recruitment team uses an extensive network and customized strategies to meet clients' specific needs. Additionally, the company's cloud services ...Show more
    Last updated: 2 hours ago • Promoted • New!
    Senior Software Engineer

    Senior Software Engineer

    Programmers.io • amritsar, punjab, in
    We are seeking a highly skilled and experienced Senior Azure Data Engineer to join our team.The ideal candidate will have deep expertise in Microsoft Azure data services, cloud-based data engineeri...Show more
    Last updated: 30+ days ago • Promoted
    Planning Engineer

    Planning Engineer

    Petrocon Engineers & Consultant • amritsar, punjab, in
    We’re Hiring : Planning Engineer (Oil & Gas).Petrocon Engineers & Consultants is looking for an experienced.Oil & Gas / Petrochemical / Refinery / Fertilizer. The ideal candidate should have hands-on...Show more
    Last updated: 2 hours ago • Promoted • New!
    Principal QA Engineer (Cypress)

    Principal QA Engineer (Cypress)

    CES • amritsar, punjab, in
    Design, develop, and maintain robust testing strategies and automation platforms.Author and execute functional test cases and automation scripts for complex features. Define and implement automation...Show more
    Last updated: 30+ days ago • Promoted
    Onsite Engineer

    Onsite Engineer

    Sunbuy Renewables Limited • amritsar, punjab, in
    Sunbuy Renewables Limited is a leading Solar EPC Company in India with specialized teams for design, installation, and O&M. We handle Solar EPC Projects worldwide and collaborate with civic bodies t...Show more
    Last updated: 2 hours ago • Promoted • New!
    Senior AI Engineer

    Senior AI Engineer

    Upstep Academy • amritsar, punjab, in
    Upstep Academy is a forward-thinking EdTech company dedicated to revolutionizing the world of chess education.We are building a cutting-edge learning platform that combines a world-class curriculum...Show more
    Last updated: 2 hours ago • Promoted • New!
    Senior LLM Engineer

    Senior LLM Engineer

    Infocusp Innovations • amritsar, punjab, in
    The Senior Agentic AI Engineer will lead the design, development, and deployment of.AI solutions within production environments, working across. AI, with a focus on delivering robust and fair agenti...Show more
    Last updated: 2 hours ago • Promoted • New!
    Lead Site Reliability Engineer (SRE)

    Lead Site Reliability Engineer (SRE)

    Datum Technologies Group • amritsar, punjab, in
    Job Title : Lead Site Reliability Engineer (SRE).Duration : Contract to Hire (On the Payroll of Datum Technology Group).Location : Chennai || Mumbai || Gurugram. Interview Process : Virtual (2 Rounds) +...Show more
    Last updated: 2 hours ago • Promoted • New!
    Sr. Site Reliability Engineer (SRE)

    Sr. Site Reliability Engineer (SRE)

    Datum Technologies Group • amritsar, punjab, in
    Site Reliability Engineer (SRE).Duration : Contract to Hire (On the Payroll of Datum Technology Group).Location : Chennai || Mumbai || Gurugram. Interview Process : Virtual (2 Rounds) + 1 Technical scr...Show more
    Last updated: 2 hours ago • Promoted • New!