You will get Custom ML Model – Forecast, Classify, Recommend, or Score
Top Rated
Top Rated
Project details
Anyone can plug your data into a model—but that’s not machine learning. I deliver data-aware, business-driven models that solve real problems.
From churn prediction to pricing forecasts and NLP classification, I’ve built ML systems for healthcare, eCommerce, SaaS, and education. My models are production-ready, well-documented, and optimized for performance and explainability.
You get:
Clean, modular code (Jupyter, Python)
Transparent evaluation (ROC, MAE, confusion matrix, etc.)
Deployment options (Flask API, Lambda, or SageMaker endpoint)
Optional feature importance charts and SHAP explanations
Fully documented pipeline with scripts + test data
Need to fine-tune a GPT model on your proprietary content? I can help there too.
I treat every project like a mini-product—ready to use, scale, and improve.
From churn prediction to pricing forecasts and NLP classification, I’ve built ML systems for healthcare, eCommerce, SaaS, and education. My models are production-ready, well-documented, and optimized for performance and explainability.
You get:
Clean, modular code (Jupyter, Python)
Transparent evaluation (ROC, MAE, confusion matrix, etc.)
Deployment options (Flask API, Lambda, or SageMaker endpoint)
Optional feature importance charts and SHAP explanations
Fully documented pipeline with scripts + test data
Need to fine-tune a GPT model on your proprietary content? I can help there too.
I treat every project like a mini-product—ready to use, scale, and improve.
Machine Learning Tools
Amazon SageMaker, Azure Machine Learning, BERT, ChatGPT, Deeplearning4j, KNIME, Minitab, MLflow, NumPy, pandas, Python, Scrapy, TensorFlowWhat's included
| Service Tiers |
Starter
$399
|
Standard
$999
|
Advanced
$2,999
|
|---|---|---|---|
| Delivery Time | 5 days | 8 days | 12 days |
Number of Revisions | 1 | 2 | 3 |
Model Validation/Testing | - | - | |
Model Documentation | - | ||
Data Source Connectivity | - | ||
Source Code |
Frequently asked questions
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SC
Swapna C.
Jun 22, 2026
AWS Solutions Architect for Startup SaaS Infrastructure Setup
I had very good experience working with Raghu and Sathish. They are very patient and give good suggestions. I will definitely hire them for future projects.
MB
Mark B.
Jun 1, 2026
AWS Sagemaker & Python Rockstar Needed
Perfect. Hire with confidence.
DT
Docket T.
Mar 6, 2026
Deployment Best Practices on AWS Fargate (Node.js Microservices)
BB
Bill B.
Feb 22, 2026
AWS SES Infrastructure PoC (Transactional Email Platform)
Raghu and his team did a great job and was instrumental in helping me build and stabilize our AWS-based MVP. He handled the infrastructure setup professionally and was responsive throughout the engagement. I appreciate his work and would recommend him for AWS and backend projects.
BZ
Brad Z.
Jan 22, 2026
MVP Development for Land Deal Matching Platform
About Raghunathan
AWS Cloud Architect | DevOps | Cost Optimization | Migration Expert
97%
Job Success
Puducherry, India - 11:09 pm local time
I help startups and enterprises design secure, scalable and cost-optimized cloud infrastructure on AWS.
Over the last 10+ years, I have successfully delivered:
✅ AWS Cloud Architecture Design
✅ AWS → Datacenter / Multi-Cloud Migration
✅ DevOps Automation (Terraform, CI/CD, Docker, Kubernetes)
✅ AWS Cost Optimization (25%–40% Savings Achieved)
✅ Serverless & AI/ML Platform Deployment
✅ Secure Infrastructure & Compliance Setup
✅ SaaS Infrastructure Scaling
I have worked on large-scale telecom, SaaS, e-learning and fintech platforms, handling production workloads with millions of users.
⭐ What I Can Help You With
☁️ Cloud Architecture & Migration
AWS Landing Zone Setup
3-Tier Secure Architecture Design
Data Center Migration Strategy
Cloud Modernization & Re-architecture
High Availability & Disaster Recovery
⚙️ DevOps & Automation
Terraform Infrastructure as Code
CI/CD Pipelines (GitHub Actions / Jenkins / AWS CodePipeline)
Docker & Kubernetes (EKS / ECS Fargate)
Monitoring & Observability Setup
💰 AWS Cost Optimization Specialist
Rightsizing & Reserved Instance Planning
Storage & CDN Optimization
Cloud Billing Analysis
FinOps Implementation
🤖 Serverless & AI Cloud Deployment
AWS Lambda, API Gateway, DynamoDB
Event-Driven Architectures
AWS Bedrock / SageMaker AI Deployment
Real-time Analytics Pipelines
🔐 Security & Compliance
IAM Hardening & Access Strategy
Private Networking (VPC, VPN, Bastion)
WAF, Shield, KMS Implementation
Production Security Audits
🧠 AWS Technologies Expertise
EC2 | S3 | RDS | Aurora | Lambda | API Gateway | ECS | EKS | CloudFront | VPC | Route53 | DynamoDB | Redshift | Glue | Kinesis | SageMaker | CloudWatch | CloudTrail | IAM | WAF | Shield | Terraform | Docker | Kubernetes
📈 Proven Results
✔ Reduced AWS cost by 35% for telecom infrastructure migration
✔ Optimized video platform infra saving $7K/month CDN + storage cost
✔ Migrated 20+ production workloads with zero downtime
✔ Designed secure AI cloud architecture for enterprise deployments
🤝 Why Clients Hire Me
⭐ AWS Partner Level Expertise
⭐ Strong Business + Technical Understanding
⭐ Security-First Architecture Approach
⭐ Clear Communication & Documentation
⭐ Long-term Support & Reliability
📩 Let’s discuss your AWS architecture, migration or cost optimization goals.
I can provide a quick audit + architecture recommendation call.
Steps for completing your project
After purchasing the project, send requirements so Raghunathan can start the project.
Delivery time starts when Raghunathan receives requirements from you.
Raghunathan works on your project following the steps below.
Revisions may occur after the delivery date.
Problem & Dataset Review
Discuss your use case (forecasting, scoring, NLP, etc.) Review your dataset (CSV, SQL, API, etc.) and define target variables
Data Cleaning & Feature Engineering
Handle missing data, categorical encoding, scaling, and custom features Use pandas, sklearn, or PySpark as needed