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Job guide (2026)

Machine Learning Engineer Jobs in Howrah

Overview of Machine Learning Engineer opportunities in Howrah: salary, skills in demand, and where to apply.

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Machine Learning Engineer jobs in Howrah — career guide
Machine Learning Engineer opportunities in Howrah — salary, skills, and application tips.

Tailor your resume to the job description and highlight the skills recruiters in Howrah look for. Including salary expectations in your application is optional but can speed up the process.

Looking for Machine Learning Engineer jobs in Howrah in 2026? Howrah, known as Kolkata's twin city, offers excellent opportunities for Machine Learning Engineer professionals. With major employers in Shibpur, Kadamtala, Belur, the demand for skilled Machine Learning Engineers continues to grow across industries.

Machine Learning Engineer Salary in Howrah (2026)

Salary benchmarks for Machine Learning Engineer positions in Howrah, based on 2026 market data:

Experience Level Annual Salary (CTC) What's Expected
Entry Level (0-2 Yrs) ₹8L-₹15L Strong in PyTorch / TensorFlow and Model Optimization & Quantization
Mid Level (3-6 Yrs) ₹18L-₹35L Independent delivery, MLOps (Kubeflow, MLflow) expertise
Senior Level (7+ Yrs) ₹40L-₹80L+ Leadership, Docker & Kubernetes mastery, strategic impact

💡 Salary Boost Tip: Certifications like Google Professional ML Engineer or AWS ML Specialty can increase your package by 15-30%.

Top Skills Required for Machine Learning Engineer in Howrah

Core Technical Skills

  • PyTorch / TensorFlow
  • Model Optimization & Quantization
  • MLOps (Kubeflow, MLflow)
  • Docker & Kubernetes
  • Feature Store Design

Advanced & Emerging Skills

  • Model Serving (TorchServe, TF Serving)
  • Distributed Training
  • Python (Advanced)
  • Cloud ML Services (AWS SageMaker, Vertex AI)
  • Experiment Tracking

Essential Tools & Software

Weights & BiasesDVCAirflowKubeflow PipelinesNVIDIA Triton

Top Companies Hiring Machine Learning Engineers in Howrah

Google India
Amazon
Flipkart
Ola
Myntra
PhonePe
Jio
Samsung R&D
Qualcomm
NVIDIA

These companies regularly post Machine Learning Engineer openings in Howrah. Use our AI Resume Builder to create an ATS-optimized resume tailored for these employers.

Interview Questions for Machine Learning Engineer in Howrah

Q1: How do you reduce model inference latency in production?
Pro Tip: Discuss quantization, pruning, knowledge distillation, batching, and hardware acceleration (GPU/TPU).
Q2: What's the difference between online and batch inference?
Pro Tip: Online = real-time predictions; Batch = periodic bulk scoring. Discuss when each is appropriate.
Q3: How do you detect model drift in production?
Pro Tip: Cover data drift (PSI, KL divergence), concept drift, and monitoring frameworks.
Q4: Design a recommendation system for an e-commerce platform.
Pro Tip: Walk through collaborative filtering → content-based → hybrid → A/B testing → serving architecture.

Machine Learning Engineer Career Path in India

ML Engineer I → ML Engineer II → Senior MLE → Staff MLE → Principal MLE → Director of ML Engineering

A Day in the Life of a Machine Learning Engineer in Howrah

Working as a Machine Learning Engineer in Howrah (Kolkata's twin city), your typical day starts with checking model serving latency and throughput metrics. You'll spend mornings designing training pipelines for new models, optimizing inference speed, and reviewing pull requests on ML infrastructure. Afternoons involve cross-team syncs with data scientists on model handoffs and writing automated tests for ML pipelines.

🚀 Ready to Apply for Machine Learning Engineer Jobs in Howrah?

Create an ATS-optimized resume that highlights your PyTorch / TensorFlow and Model Optimization & Quantization skills.

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How to stand out for Machine Learning Engineer roles in Howrah

Tailor your resume to match what recruiters look for. Highlight the skills below in your experience and summary. Typical salary range in this market: ₹18L - ₹35L.

Key skills to include:

ProgrammingSystem DesignData StructuresREST APIsVersion Control (Git)Problem solving
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💰 Salary Range (Howrah)

₹18L - ₹35L

🛠️ Key Skills Required

ProgrammingSystem DesignData StructuresREST APIsVersion Control (Git)Problem solving

❓ Frequently Asked Questions

What is the average salary for Machine Learning Engineer in Howrah in 2026?

Machine Learning Engineer salaries in Howrah range from ₹8L-₹15L for entry-level to ₹40L-₹80L+ for senior professionals in 2026. Companies in Shibpur, Kadamtala, Belur typically offer competitive packages. Holding certifications like Google Professional ML Engineer can boost your salary by 15-30%.

What skills are most in-demand for Machine Learning Engineer in Howrah?

The top skills employers in Howrah look for in Machine Learning Engineers include: PyTorch / TensorFlow, Model Optimization & Quantization, MLOps (Kubeflow, MLflow), Docker & Kubernetes, Feature Store Design. Additionally, familiarity with tools like Weights & Biases, DVC, Airflow gives you a competitive edge.

Which companies in Howrah are hiring Machine Learning Engineers?

Major employers for Machine Learning Engineers in Howrah include Google India, Amazon, Flipkart, Ola, Myntra. Check their career pages and job boards like LinkedIn, Naukri, and Indeed for the latest openings.

How do I prepare for a Machine Learning Engineer interview in Howrah?

Focus on: How do you reduce model inference latency in production?; What's the difference between online and batch inference?. Practice with ResumeGyani's AI Mock Interview tool. Use the STAR method for behavioral questions and be ready with examples that showcase your PyTorch / TensorFlow and Model Optimization & Quantization expertise.

Is Howrah a good city for Machine Learning Engineer careers?

Yes! Howrah (Kolkata's twin city) has a strong job market for Machine Learning Engineers. Key hiring hubs include Shibpur, Kadamtala, Belur. The cost of living is relatively moderate compared to metros like Mumbai and Bangalore.

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