MLOps Services

Build reliable, scalable, and production-ready MLOps systems for model deployment, monitoring, automation, and lifecycle management. I help businesses streamline machine learning operations from training to serving to continuous improvement.

My Expertise in MLOps

I specialize in building custom MLOps solutions for businesses across healthcare, legal tech, e-commerce, SaaS, and other data-driven industries. My work combines machine learning, cloud infrastructure, automation, containerization, monitoring, and deployment workflows to create systems that can move models from experimentation to reliable production use.

🤖 Model Deployment & Serving
⚙️ CI/CD for Machine Learning
🐳 Containerization & Orchestration
☁️ Cloud Infrastructure & Automation
📈 Monitoring & Model Performance
🔄 Lifecycle Management & Versioning

Key Metrics

Project Success Rate:

0

Trusted Clients:

0

Delivered Models:

0

Repeat Engagement:

0

Model Deployment & Serving

Deploy machine learning models as scalable APIs and production services that support real-time inference, batch processing, and business application integration.

CI/CD for Machine Learning

Build automated pipelines for training, testing, packaging, deployment, and updates to speed up delivery and improve reliability across ML workflows.

Containerization & Orchestration

Use Docker and Kubernetes to package models, manage dependencies, and orchestrate deployments across environments with better consistency and scalability.

Cloud Infrastructure & Automation

Set up ML infrastructure on AWS, GCP, Azure, and modern cloud platforms using automation, infrastructure management, and deployment best practices.

Monitoring & Model Performance

Track model health, data drift, inference behavior, and operational metrics to ensure ML systems remain accurate, reliable, and aligned with business goals.

Lifecycle Management & Versioning

Manage models, datasets, experiments, and releases with structured versioning and reproducible workflows for better collaboration and long-term maintainability.

Bird Disease Classification (MLOps)

Built an end-to-end deep learning MLOps pipeline for bird disease classification using TensorFlow/Keras, PyTorch, OpenCV for image processing, FastAPI for model serving, and Docker for containerization. Implemented automated training pipelines, model versioning, and deployment workflows.

U.S. Visa Approval Prediction (MLOps)

Developed a complete MLOps pipeline for visa approval prediction using Python, FastAPI, Docker, AWS (EC2, ECR, S3), XGBoost, and CatBoost. Implemented automated model training, versioning, deployment, and monitoring with CI/CD integration for production-grade machine learning.

Uber Data Analytics Pipeline

Built a robust time-series forecasting solution with over 90% accuracy using Python and statistical modeling.
It enabled a growing online retailer to better manage inventory, reduce overstock, and forecast seasonal demand shifts.

CareSage - RAG Medical Chatbot

Developed an intelligent medical chatbot using Retrieval-Augmented Generation (RAG) with Flask, LangChain, Pinecone vector database, OpenAI embeddings, and sentence-transformers. The system processes medical PDFs using PyPDF to provide accurate, context-aware responses for healthcare queries with citation support.

n8n Workflow Automation

Built 8 comprehensive automation workflows using n8n platform integrated with Retell AI, GoHighLevel, Twilio, OpenAI GPT-4, and PostgreSQL. Projects included AI Voice Agent for customer service, Multi-Channel Communication Hub, Lead Qualification System, CRM Sync Automation, Content Generation Pipeline, Customer Onboarding Workflow, Voice-Based Appointment Scheduler, and BI Reporting Dashboard.

AI Industry

Data Science

Cloud for AI

My Expertise in Data & AI Industry

From raw data to AI-powered decisions — I help businesses implement end-to-end machine learning workflows, analytics dashboards, and automation pipelines.

Remote Data & AI Solutions

I’m a freelance Data Science and ML Engineer with 7+ years of experience transforming data into actionable insights. I specialize in building intelligent solutions, custom ML models, and scalable pipelines for startups and SMEs worldwide.

  • United States (Remote Projects)
  • Germany (AI Consultancy)
  • EUROPE (Remote Projects)
  • Remote – Available Worldwide

You Can find me here

As an independent Data & AI Engineer, I help companies unlock the full potential of their data. From predictive analytics to workflow automation, I offer strategic and technical support that drives real impact.

Visited 9 times, 1 visit(s) today

Copyright © 2025 | Pankaj Pramanik

Scroll to top