Open to AI/ML Engineering Roles
๐Ÿ“ Hyderabad, India๐Ÿ•’ --:-- IST๐Ÿ—“ Available: Immediately for interviews
Sudish Kumar

SUDISH KUMAR

ML Engineer | Deep Learning (PyTorch) | Generative AI | AWS SageMaker

I build AI systems that actually ship to production โ€” not just notebooks that collect dust. Currently at Amazon deploying agentic AI and benchmarking LLMs. Two AWS certifications, 99%+ accuracy across 10+ initiatives, and tools that save my team 150+ hours daily. Looking for my next challenge.

10+
Years Experience
3+
Years AI/ML @ Amazon
99%+
Data Accuracy
150+
Hours Saved/Day
2
AWS Certifications

Impact

By the Numbers

10+
Years Professional Experience
3+
Years in AI/ML at Amazon/AWS
10+
AI Initiatives Delivered
99%+
Data Accuracy Maintained
200+
Associates Team Impact
45min
Saved Per Person Daily
500+
Students Taught Python & SQL
2
AWS Certifications (AI + GenAI)
12+
Projects Shipped
15-20%
Productivity Boost Delivered

Technical Arsenal

What I Work With

๐Ÿง 

Machine Learning & Deep Learning

PyTorchTensorFlowScikit-LearnXGBoostLightGBMRandom ForestCNNs/RNNsFeature EngineeringHyperparameter TuningModel OptimizationTransfer Learning
๐Ÿค–

Generative AI & Agentic Systems

LLM Fine-tuning (LoRA/QLoRA)RAG PipelinesLangChainLangGraphCrewAIHugging FacePrompt EngineeringAgentic AIMCP (Model Context Protocol)GuardrailsAI SafetyRed-TeamingLLM EvaluationVector Databases (FAISS/Pinecone)
โ˜๏ธ

AWS & MLOps (Production)

AWS SageMakerAWS BedrockLambda/EC2/S3Step FunctionsDockerKubernetesMLflowWeights & BiasesCI/CD for MLModel MonitoringA/B TestingTorchServe/TritonPrometheus/Grafana
๐Ÿ

Python (Production-Grade)

NumPyPandasFastAPIPytestOOP PatternsType HintsAsync/AwaitData PipelinesMatplotlib/PlotlyStreamlit/Gradio
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SQL & Data Engineering

PostgreSQLWindow FunctionsCTEsQuery OptimizationETL PipelinesApache AirflowApache SparkdbtKafkaData WarehousingSnowflake
๐Ÿ“Š

Analytics & Visualization

TableauPower BIExcel (Advanced)Probability & StatisticsWeights & BiasesJupyterA/B Testing
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Tools & Production Infrastructure

Git/GitHubLinuxDockerKubernetesREST APIsMicroservicesCI/CDAgile/ScrumRay Serve
๐ŸŒ

Web Development (Side)

HTML/CSS/JSTypeScriptNode.jsResponsive DesignSEOUI/UX

Where I've Worked

Work Experience

AmazonMar 2026 โ€” Present
AI Benchmarking Specialist โ€” Hyderabad
  • Building and deploying an agentic AI assistant for Amazon sellers โ€” a conversational system that queries Seller Central data (inventory, orders, revenue, shipping) and delivers business insights in natural language with inline visualizations
  • Designed the full RAG pipeline: SP-API data ingestion โ†’ ETL โ†’ PostgreSQL (structured) + ChromaDB (vector embeddings) โ†’ LangGraph agent with SQL and retrieval tools โ†’ Claude/GPT response generation
  • Implemented safety and guardrails layer โ€” query classification, harmful content detection, policy-bypass prevention, and hallucination reduction achieving 99% response accuracy
  • Leading RLHF evaluation workflows: rating helpfulness, factual accuracy, and data correctness across 1000+ query-response pairs to continuously improve model quality
  • Benchmarking AI models end-to-end โ€” defining test plans, evaluation metrics, and acceptance criteria across accuracy, robustness, bias, and reliability
Amazon Web Services (AWS)Oct 2024 โ€” Mar 2026
Machine Learning Data Associate II โ€” Bengaluru
  • Built automated data pipelines using Python (Pandas, NumPy) and SQL to prepare, validate, and annotate large-scale datasets across text, code (QAL), and computer vision (image/video) โ€” maintaining 99%+ accuracy across all deliverables
  • Engineered high-precision training datasets for Agentic AI models across Finance, Mortgage, Health, and Legal domains โ€” 10+ initiatives including Red-Teaming, mathematical evaluation, and multi-turn conversation flows
  • Developed "SageMaker Smart Stats" from scratch โ€” a JavaScript-based productivity analytics tool that automated metric tracking, surfaced workflow bottlenecks, and saved ~45 minutes per associate daily across a 200-person team (15-20% output increase)
  • Authored technical SOPs and annotation guidelines for complex ML tasks โ€” reduced guideline-related errors by 15% and significantly cut rework cycles, becoming the go-to documentation resource for the team
  • Built custom Tableau and Python dashboards for data quality monitoring โ€” flagging annotation drift, inter-annotator agreement scores, and SLA adherence in real-time
AmazonSep 2023 โ€” Mar 2024
Artificial Intelligence Associate โ€” Delhi (Remote)
  • Built Python-based automation scripts for data validation and quality scoring โ€” improved AI model training accuracy from 94% to 99% while reducing manual rework by 30%
  • Developed performance monitoring dashboards using Python (Pandas, Matplotlib) and Excel VBA โ€” tracking per-associate throughput, error rates, and SLA adherence in real-time
  • Maintained 99.5% dataset accuracy across all deliverables with zero SLA misses โ€” identified systematic labeling errors through statistical analysis and implemented corrective feedback loops
StudyCzarSep 2016 โ€” Aug 2023
Educator โ€” Delhi
  • Taught Physics, Mathematics, Python, and SQL to 500+ students. Average scores above 91%. Explaining complex technical concepts clearly โ€” that's a transferable skill that shows up in my documentation, SOPs, and team communication

Featured Work

Projects

From model training to production APIs โ€” here's what I've shipped

Python / Data Science
๐Ÿ“‰source

Real-Time Stock Anomaly Detector

Pulls live market data via API, applies Z-score and rolling-window anomaly detection, flags unusual price movements in real-time. Clean OOP structure with type hints, full test coverage. Visualizes anomalies with interactive Plotly charts.

PythonPandasNumPyPlotlyStatisticsOOPAPI
SQL / Analytics
๐Ÿ—„๏ธsource

E-Commerce SQL Analytics Engine

Advanced SQL analytics on real e-commerce data: cohort retention analysis, RFM customer segmentation, funnel conversion tracking, revenue forecasting with window functions. Includes EXPLAIN plan optimization and indexing strategy.

PostgreSQLWindow FunctionsCTEsCohort AnalysisRFMQuery Optimization
Generative AI
๐Ÿค–source

GenAI Multimodal Chatbot โ€” AWS Bedrock

Full-stack generative AI chatbot handling text, images, and documents. Claude via Bedrock with streaming, conversation memory, and enterprise guardrails. Serves 500+ concurrent users.

AWS BedrockClaudePythonStreamlitDynamoDB
Generative AI / RAG
๐Ÿ”source

RAG Document QA โ€” AWS Bedrock

Production RAG pipeline that cites its sources. Semantic chunking, FAISS vector store, Bedrock embeddings. Handles enterprise document loads, not a toy demo.

LangChainAWS BedrockFAISSFastAPIPython
MLOps / Pipeline
โš™๏ธsource

End-to-End ML Pipeline โ€” SageMaker

Full MLOps for fraud detection: automated feature engineering, hyperparameter tuning, A/B testing, real-time inference endpoint. 96.3% precision on prod data.

SageMakerXGBoostFeature StoreLambdaStep Functions
Deep Learning / NLP
๐Ÿ”ฌsource

LLM Fine-tuning โ€” PyTorch (LoRA)

Fine-tuned Llama-2 with LoRA/QLoRA for financial QA. 4-bit quantization, runs on consumer GPUs. 23% accuracy improvement over base model.

PyTorchLoRAHugging FacePEFTbitsandbytes
NLP / Deployment
๐Ÿ’ฌsource

Sentiment Analysis API โ€” Transformers

Real-time sentiment using fine-tuned DistilBERT. Dockerized, deployed on Lambda. Sub-100ms latency, 1000+ req/min. A model is useless if you can't serve it.

TransformersFastAPIDockerLambdaDistilBERT
Computer Vision
๐Ÿ‘๏ธsource

Image Classification โ€” CNN + ResNet50

Multi-class medical image classification with transfer learning. Augmentation pipeline, 94.7% test accuracy. REST API on EC2 for real-time predictions.

PyTorchCNNResNet50OpenCVEC2
Internal Tool
๐Ÿ“ˆsource

SageMaker Smart Stats

Built at AWS because the team needed it. Real-time productivity metrics, surfaces bottlenecks, visualizes trends. 200-person team uses it daily. Saves ~45 min per person.

JavaScriptData VizAnalyticsAutomation
Web Dev / Side Project
๐ŸŒsource

Enterprise Fiber Management System

Full-stack telecom network ops platform (BSNL-style). Fiber routes, splice points, customer connections. Complex topology mapping and real-time status tracking.

TypeScriptNode.jsDatabaseREST APINetwork Ops
Web Design / Freelance
๐ŸŽจsource

Freelance Web Design Portfolio

Business websites for local clients โ€” mehndi artist, hospital. Responsive, mobile-first, SEO optimized. Sometimes you just want to make things look good.

HTML/CSSJavaScriptResponsiveSEOUI Design
IoT / Hardware
๐Ÿค–source

Robotic Car โ€” Raspberry Pi

Pi-based robot with 4-motor drive. Python control with sub-50ms latency. 30% component reduction through circuit optimization. Software meets hardware.

PythonRaspberry PiGPIOMotor ControlIoT

Shipped & Running

Live Projects

Live from GitHub

Shipping in Public

Fetched straight from the GitHub API as you open this page โ€” the most recently pushed public repositories, no CMS in between.

Everything else lives at github.com/Sudish007 โ†’

The Pitch

Why Hire Me?

What I bring to your team that most candidates don't.

๐Ÿš€

I Ship, Not Just Experiment

Most ML engineers stop at the notebook. I take models from research to production โ€” with monitoring, testing, and real users.

๐ŸŽฏ

99%+ Accuracy, Every Time

10+ AI initiatives, near-perfect data quality. Your model is only as good as your data. I don't cut corners.

โšก

Tools That Scale to 200+

SageMaker Smart Stats saves 45 min/day per person across a 200-person team. I solve problems for everyone, not just myself.

๐Ÿ†

Recognized Performer

Prime Player Award twice in 3 months. Multiple leadership shout-outs. When something needs to be done right and fast, I'm the one they call.

๐Ÿงฉ

Full ML Lifecycle

Data engineering โ†’ training โ†’ deployment โ†’ monitoring. No hand-offs needed. I own the entire pipeline end to end.

๐Ÿ“

Clear Communicator

7 years explaining physics to students. SOPs that 200 people follow. I can explain your model to the CEO and the intern.

Sudish Kumar Badge

๐Ÿ”ฅ Want Me on Your Team?

I'm actively looking for my next ML/AI engineering challenge. If your team builds intelligent systems, ships models to production, or needs someone who combines technical depth with clear communication โ€” let's talk.

โ–ธ Roles: ML Engineer, GenAI Engineer, Data Scientist, NLP Engineer, MLOps, AI Solutions Architect โ–ธ Location: Anywhere (preferred: Bengaluru / Hyderabad / Pune / Gurgaon) โ–ธ Notice Period: 30 Days / Negotiable โ–ธ Available: Immediately for interviews

Credentials

Certifications

Recognition

Awards

๐Ÿ†

Prime Player Award โ€” Feb & Apr 2025

Highest productivity and reliability across the entire team. Twice in 3 months.

โญ

Leadership Recognition

Multiple shout-outs for Agentic AI SOP development, multilingual dataset creation, and going above and beyond.

Let's Connect

Get In Touch

Looking for AI/ML roles, data science positions, or freelance consulting. Pick your preferred way.

๐Ÿ“ฎ Or send it right here

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๐Ÿ’ผ Also Available for Freelance AI/ML Consulting

Need a custom ML model, data pipeline, or AI tool? I take projects from idea to production. Let's talk scope and timelines.

Currently Exploring

Multi-Agent Systems (LangGraph)CrewAI & AutoGenModel Context Protocol (MCP)Distributed Training (DeepSpeed)LLM Evaluation FrameworksKnowledge Graphs + RAGModel Quantization (GPTQ/AWQ)Kubernetes for ML (KServe)Triton Inference ServerDrift Detection & Monitoring
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