AI / ML ENGINEER · AHMEDABAD

Build the model.Ship the system.

Dev Suthar builds production-style machine learning systems across modeling, NLP, APIs, containers, CI/CD and cloud deployment.

Computer Engineering · 2023—2027Based in Ahmedabad, India
scroll to enter
DATAMODELEVALAPICONTAINERCI/CDCLOUDDATAMODELEVALAPICONTAINERCI/CDCLOUDDATAMODELEVALAPICONTAINERCI/CDCLOUD
01 / ABOUT

NOT JUST THE NOTEBOOK

I treat machine learning as a system problem.

The portfolio spans TF-IDF classifiers, NLP preprocessing, model evaluation, FastAPI services, Docker containers, GitHub Actions, Docker Hub and AWS EC2. The common thread is simple: take a model past the experiment and make it usable.

03documented case studies
07+support-ticket API endpoints
1.6Mtweets in Sentiment140

THE THROUGH-LINE

From a dataset
to something real.

The visual language follows the actual lifecycle in the projects: inputs become models, models become services, and services become deployable systems.

01 / data02 / model03 / evaluation04 / service05 / deployment
MODELinference
LIVE TRACE0.84confidence signal
SHIP
02 / SELECTED WORKSCROLL THROUGH THE SYSTEMS

Three builds.
One direction.

Each project begins as a machine learning problem and ends as a deployable software system.

01
ML SystemsCASE STUDY

AI-Powered Customer Support Ticket Prioritization System

Production-style ticket prioritization system that combines text classification, confidence scoring, human review, and automated cloud deployment.

84%classification accuracy
100%high-priority precision
170+labelled tickets
02
NLP / Machine LearningCASE STUDY

Sentiment Analysis

NLP classification API built on Sentiment140, with a shared preprocessing pipeline, TF-IDF features, model comparison, and Docker deployment.

1.6Mtweets
40Kbalanced training subset
76.60%accuracy
03
ML SystemsCASE STUDY

Credit Risk Classification And Deployment Engine

Modular credit-risk classifier comparing five algorithms and exposing the selected model through a validated FastAPI service.

5algorithms benchmarked
83.12%validation accuracy
84%classification accuracy
100%high-priority precision
76.60%sentiment accuracy
83.12%credit-risk validation
03 / CAPABILITYCONTENT-DRIVEN STACK

THE TOOLBOX

Wide enough to build.
Focused enough to ship.

Languages, machine learning, data science, backend, cloud, DevOps and mathematics — all sourced from structured content so the site can grow with the skill set.

/

Programming Languages

PythonSQLJavaScriptGo
/

Machine Learning

Scikit-learnTensorFlowPyTorchLogistic RegressionTF-IDF VectorizationText ClassificationModel Evaluation
/

Data Science

NumPyPandasMatplotlibSeaborn
/

Backend Development

FastAPIREST APIsPydantic
/

Databases

SQLite
/

DevOps & Cloud

DockerDocker HubGitHub Actions (CI/CD)AWS EC2LinuxGitGitHub
/

Mathematics for ML

Linear AlgebraProbabilityStatistics
04 / EXPERIENCEWORK BEFORE / AROUND ENGINEERING

THE OTHER HALF OF THE PROFILE

Precision is a
transferable skill.

Frontline operations added experience with accuracy-critical processes, customer issues, cash reconciliation, troubleshooting, training and team leadership — all documented on the resume.

01
Dec 2023Mar 2025Decathlon Sports India

Sport Leader

  • Managed customer issues and resolved service requests efficiently, contributing to improved customer satisfaction.
  • Maintained accurate cash reconciliation and inventory records with 99% accuracy.
  • Trained and onboarded new team members on POS systems, store procedures, and customer service standards.
  • Provided first-line IT support by troubleshooting POS systems, printers, network connectivity, and other in-store technical issues to minimize operational downtime.
02
Sep 2023Dec 2023Max Fashion India

Store Cashier & Customer Service

  • Processed 100+ customer transactions daily while delivering efficient and professional customer service.
  • Managed cash handling and end-of-day reconciliation with 100% accuracy.
05 / CERTIFICATIONSLEARNING RECORD

Keep feeding the system.

Certificates are content objects too — easy to add, change or expand without touching the UI layer.

01

MIT Professional Education

Machine Learning: From Data to Decisions

View credential
06 / EDUCATION

FOUNDATION

20232027

Shree Swaminarayan Institute of Technology

B.E. in Computer Engineering

20212023

Puna International School

Higher Secondary Education

07 / CONTACTOPEN TO CONVERSATIONS

NEXT ITERATION

Let's build something worth deploying.

For opportunities, collaboration, or technical conversations.