Sudeep M K
Professional Summary
MLOps Engineer with 2+ years of experience building and validating ML-driven telemetry and computer-vision pipelines, ensuring robust model inference, data quality, and production reliability across IoT and wearable domains.
Technical Skills
Work Experience
- Evaluated and validated predictive telemetry algorithms and health-insight engines used by wearable features, improving model inference consistency through systematic validation with PyTorch and Python.
- Analyzed real-time biometric data pipelines (heart rate, readiness, sleep scores) to optimize data validation routines and reduce end-to-end pipeline latency using Pandas and Docker-based test harnesses.
- Automated recurring root-cause analysis (RCA) workflows for production data edge cases, building repeatable diagnostic scripts that reduced manual triage time.
- Collaborated with cross-functional ML engineering and product teams to refine trend-detection models and define model-monitoring KPIs reported via Grafana dashboards.
- Authored production validation suites for REST API endpoints that serve model outputs; integrated checks into CI/CD flows to prevent regressions at deployment.
- Led post-deployment investigations on inference drift and implemented rollback and feature-flagging procedures to preserve user experience while model fixes were applied.
- Validated API integrations and data ingestion pipelines for telematics platforms, designing verification suites that prevented critical runtime errors prior to production deployment.
- Executed log analysis and performance debugging using Splunk-style analytics to surface bottlenecks; optimized backend execution speed and pipeline throughput by 25%.
- Designed structured verification test suites for REST API endpoints serving ML-driven SaaS features, resulting in a 30% reduction in operational errors.
- Participated in Agile iterations to triage model edge cases and track software defects, coordinating reproducible test cases between QA and ML teams.
- Implemented automated test scripts and integration checks using Postman and CI/CD hooks to increase regression coverage across releases.
- Documented incident findings and contributed to runbooks that improved incident response time and reproducibility for production telematics issues.
- Engineered cross-platform UI features to surface ML model outputs, ensuring stable integration with backend microservices and REST APIs.
- Assisted in API integration testing and created structured documentation to support model handoff and deployment processes.
- Implemented client-side validation and error handling to improve robustness of model-driven UI flows during intermittent network conditions.
- Developed unit and integration test cases for frontend components to reduce regressions when backend contracts changed.
- Collaborated with backend engineers to create reproducible test data and stubs for ML inference endpoints during development.
- Maintained version control and participated in sprint planning and code reviews to deliver production-ready interface enhancements.
Projects
- Developed and validated a YOLOv8-based computer-vision detection pipeline to detect domain-specific objects and edge cases.
- Benchmarked model performance and tuning to achieve 85% detection accuracy on validation datasets while documenting failure modes and corrective preprocessing steps.
- Optimized high-throughput backend pipelines for telematics ingestion; diagnosed computational bottlenecks and improved processing speed by 25% across REST API-backed flows.
- Built validation checks and monitoring hooks to catch malformed telemetry and reduce downstream model errors.
- Implemented data pipeline validation and logging routines for a SaaS monitoring dashboard used by 50+ users.
- Introduced RCA updates and alerting that reduced data ingestion errors by 30% and improved observability for model and pipeline issues.
Education
Certifications
Powered by Drivetube · Create your own profile at drivetube.ai
Everything on Drivetube
Six products, two of them free forever. Start wherever you are.
Your free digital resume
at drivetube.ai/in/your-name: one true standard resume with a Hiring Snapshot (visa status, expected salary, notice period, work preference, relocation), an ATS-ready PDF download and a single shareable link. Free forever; interview requests come from verified employers and your contact details stay masked until you accept.
Documentation- Free Job BoardFree
Verified jobs, posted in the last 3 days
verified openings crawled ATS-by-ATS from 100,000+ real company career pages across 35 ATS platforms. Shows the true posting date from the source ATS — not when a listing was indexed — and deletes every general listing 3 days after it was actually posted. No ghost jobs, no ad-sponsored listings, no staffing reposts, no account needed.
Documentation - Job Hunt ProgramFrom $199.99
We run your job hunt for you
managed job hunting, a one-time purchase from $199.99. JobScout matches verified roles to your real experience band, Blend AI writes a uniquely tailored resume and cover letter for every application, and the Autofill extension fills the form — or Let Us Apply submits it for you.
Documentation - Resume Writing ServicesFrom $25.99
Written by senior career writers
human-written, ATS-optimised resumes by senior career writers, from ₹499.99 / $25.99. Available in every country, written to the destination country's own standard — a US resume, UK CV, German Lebenslauf and Indian resume are genuinely different documents. A paid service, separate from the free Drivetube Profile.
Documentation - Community MembershipFrom $49.99/yr
AI tools, gated filters and a $10,000+ library
from $49.99/year (₹1,999/year in India), or $4.99/month in the iOS app. Unlocks the gated job-board filters — visa sponsorship, security clearance, workplace and application time — plus Job-Scout AI matching, Resume Report AI, Interview AI prep sheets, Recruiter Outreach AI sent from your own Gmail, Apply or Skip triage, a daily market feed and a $10,000+ library including 23 ATS-validated resume templates.
Documentation - Drivetube HireFree tier
For employers — no job postings, no applications
hiring with no job postings and no applications. Paste your real job description and AI matches it against candidates' true standard resumes, returning ranked candidates with a match %, matched and missing skills and written reasoning. Free tier included; employers pay, candidates never do.
Documentation
- Documentation
every product explained in full, with feature-by-feature comparisons against the job boards, AI apply tools, resume services and hiring platforms people actually use.
- Playbooks
tactical job-search guides. Each post is one named tactic with the situation it applies to, the exact steps, a copy-paste message and honest failure modes. Free, no account.
The job board covers the United States, India, United Kingdom, Canada, Europe and Australia, and Resume Writing Services are available in every country.
Pricing is identical on the web, iOS and Android — no app-store markup. Monthly Community membership is purchased in the iOS app only; the website sells annual plans. The Android app has no in-app purchase, so Android members subscribe on drivetube.ai and then sign in to the app with full access. Membership follows your account, not your device.