Cloud & DevOps for AI Services

Deploy, scale, and secure your AI applications, models, agents, and data systems with modern cloud and DevOps infrastructure. I help businesses build production-ready environments for LLMs, APIs, vector databases, model inference, and AI automation workflows.

My Expertise in Cloud & DevOps for AI

I specialize in building custom cloud and DevOps solutions for AI systems across healthcare, legal tech, e-commerce, SaaS, and other data-driven industries. My work combines cloud infrastructure, containerization, CI/CD, model deployment, observability, vector database hosting, and secure API operations to help businesses run AI products reliably at scale.

☁️ Cloud Infrastructure for AI
🐳 Containerization & Deployment
⚙️ CI/CD for AI Workflows
🚀 GPU Inference & Model Hosting
🔐 Security, Access & Monitoring
🧠 Vector Store & AI Backend Infrastructure

Key Metrics

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Cloud Infrastructure for AI

Build scalable cloud environments on AWS, GCP, Vercel, Supabase, and other platforms to support AI apps, APIs, model serving, storage, and secure backend operations.

Containerization & Deployment

Package and deploy AI services using Docker, Kubernetes, Docker Compose, and serverless workflows for more consistent, portable, and production-ready infrastructure.

CI/CD for AI Workflows

Set up automated pipelines for deployment, model updates, embedding refreshes, retraining jobs, and environment changes using GitHub Actions and modern DevOps tooling.

GPU Inference & Model Hosting

Deploy and optimize GPU-backed inference infrastructure for LLMs, embedding models, speech systems, vision models, and other high-performance AI workloads.

Security, Access & Monitoring

Implement authentication, rate limiting, logging, observability, audit trails, alerts, and usage controls to keep AI systems secure, stable, and easier to manage.

Vector Store & AI Backend Infrastructure

Deploy and manage vector databases, retrieval systems, API layers, and AI backend services for RAG pipelines, semantic search, knowledge assistants, and intelligent agents.

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.

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Copyright © 2025 | Pankaj Pramanik

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