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Fitsumtf/README.md

Hi, I'm Dr. Fitsum Taye Feyissa 👋

Manufacturing & Mechanical Engineer · Ph.D. · 20+ Years of Global Experience · AI/ML in Manufacturing

Santa Clara, California · LinkedIn · Engineering Blog · Email


About Me

Manufacturing and Mechanical Engineer with more than 20 years of experience spanning high-volume EV production at Tesla, precision-instrument manufacturing at Thermo Fisher Scientific, industrial product development at Mezewir Industrial Solutions, and advanced-materials research at IIT Delhi. Currently pursuing an M.Sc. in Applied Data Science (AI & ML) and building at the intersection of physical manufacturing, quality engineering, and intelligent software.

  • 🔧 Improved Body Fitting throughput from approximately 40 to 48–50 JPH and reduced loose-object defects by 95% on Model 3 and Model Y production lines.
  • 🏭 Experienced in manufacturing launch, DFM, PFMEA, Lean/Six Sigma, OEE, process capability, quality improvement, tooling, and end-of-line process development.
  • 📋 Standardized 200+ work instructions and contributed to a 15% scrap reduction in precision-instrument manufacturing.
  • 🤖 Develops Python and AI-assisted tools for PFMEA, failure analysis, process capability, manufacturing intelligence, and retrieval of engineering lessons.
  • 📄 Published researcher with 7+ international publications and experience as a peer reviewer for engineering journals.

🛠️ Core Expertise

Domain Skills
Mechanical, Manufacturing & Operations Product Design, Process Design, Production launch · General Assembly · End of Line · Lean · Six Sigma · OEE · line balancing · MODAPTS/MOST · automation · commissioning
Quality & Risk PFMEA · control plans · process capability · Gauge R&R · SPC · 8D · root-cause analysis · MRB · ISO 13485 · ISO 14971 · FDA QMSR
Tooling & Industrialization DFM/DFA · jigs and fixtures · error proofing · mechanical joining · equipment installation · validation · production handoff
Digital & Data Python · R · Power BI · DAX · SQL concepts · AI/ML · BM25 and semantic retrieval · statistical analysis · technical reporting
Engineering Software MATLAB · SolidWorks · AutoCAD · CATIA · Siemens NX · Teamcenter
Leadership Cross-functional problem solving · technical documentation · project management · supplier collaboration · training · continuous improvement

💼 Professional Experience

OE Process EngineerThermo Fisher Scientific, Fremont, California 2024–2026

  • Developed 200+ visual SOPs and work instructions, Power BI manufacturing dashboards, and AI/ML-supported workflows for semiconductor-instrument production; contributed to a 15% scrap reduction.

Manufacturing Process Engineer – Lead, End of Line & GA3Tesla, Fremont, California 2018–2024

  • Led Model 3 and Model Y process optimization: Body Fitting throughput approximately 40 → 48–50 JPH, 95% loose-object defect reduction, and 40% scrap reduction through an MRB improvement project.
  • Designed mechanical joining solutions, tools, jigs, fixtures, and error-proofing devices; supported fabrication, installation, commissioning, and launch readiness.
  • Executed 80+ cost-minimization and continuous-improvement projects.
  • Rock Star Certificate · Continuous Improvement Center Memento · 5-Year Silver Memento

Co-Founder & R&D Engineering HeadMezewir Industrial Solutions PLC 2022–2025

  • Built and led a 16-person R&D organization for agricultural and industrial machinery, from concept and design through manufacturing and production launch.

Research Scholar – Advanced Forming TechniquesIIT Delhi, India 2012–2018

  • Conducted research in cryogenic rolling, sheet hydroforming, constrained groove pressing, and ultra-fine-grain aluminium alloys.
  • Outstanding Researcher Contributions Award · Distinguished Achievement in Innovation

LecturerAdama Science and Technology University, Ethiopia 2005–2012

  • Founded and equipped a dedicated sheet-metal forming and CAD/CAM laboratory.

🎓 Education & Certifications

  • 📚 M.Sc. Applied Data Science (AI & ML) (in progress) — University of Bay Area, California · 2025–2027
  • 🎖️ Level II Generative AI – Technology and Tools — Thermo Fisher Scientific University · 2026
  • 🎖️ Leading in the AI-Powered Future — MIT Professional Education · 2025
  • 🎓 Ph.D. Mechanical Engineering — IIT Delhi, India · 2012–2018
  • 🎓 M.Sc. Manufacturing Engineering — Addis Ababa University / IIT Delhi · 2008–2010
  • 🎓 B.Sc. Manufacturing Technology — Adama Science and Technology University · 2004–2008
  • 🎓 Associate's Degree, Advanced Metal Technology — MfM Agro-Technical Training College, Harar, Ethiopia · 2000–2003

📌 Featured Projects

Integrated Python portfolio connecting process capability, PFMEA, OEE, Gauge R&R, SPC, yield, process data, engineering-lessons retrieval, and professional reporting. The repository preserves three complementary applications:

Uses synthetic educational datasets and generalized manufacturing cases; it contains no proprietary or confidential company data.

🤖 design-review-miner — AI Retrieval of Engineering Lessons

Try the live application. Indexes generalized design-review and failure records, retrieves similar problems with root causes and resolutions, and compares a transparent TF-IDF baseline with a hybrid BM25 and semantic retrieval approach.

🧰 pfmea-doc-gen — PFMEA & Failure Analysis Report Generator

Try the live application. Python package and web application that generate professional, color-coded PFMEA and 8D-style Failure Analysis reports as Word documents from structured engineering inputs.

⚡ Tesla General Assembly & End-of-Line Optimization — Model 3 and Model Y

Led manufacturing-process development and continuous improvement across General Assembly and End-of-Line operations. Developed and launched the first standardized Body Fitting SOP for Model 3 and Model Y, increasing throughput from approximately 40 to 48–50 JPH through process redesign, line balancing, Lean methods, and Six Sigma Design of Experiments.

  • Reduced loose-object quality defects by 95% through source control, standardized work, layered verification, and cross-functional corrective action.
  • Led root-cause investigation of 12 V battery-drain failures and implemented countermeasures delivering up to $250,000 per month in cost avoidance.
  • Reduced scrap by 40% through a focused MRB improvement project using defect stratification, containment, root-cause analysis, and corrective-action verification.
  • Championed safety, ergonomics, innovation, and Practical Process Improvement/continuous-improvement initiatives, earning champion recognition three times.
  • Designed production tools, jigs, fixtures, error-proofing devices, and mechanical joining solutions; supported fabrication, installation, validation, commissioning, launch readiness, and production handoff.
  • Applied PFMEA, control plans, standardized work, capability analysis, Pareto analysis, 5-Why, fishbone analysis, Lean/Six Sigma, and cross-functional problem solving to improve safety, quality, delivery, and cost.

📊 Power BI Manufacturing Intelligence Dashboards

Designed and deployed Power BI visual-management systems at Thermo Fisher Scientific and Mezewir Industrial Solutions for non-conformance, MRB, scrap, downtime, maintenance, and operational-performance monitoring. Transformed fragmented production data into actionable KPI trends, Pareto views, drill-down analysis, and management dashboards.

Skills demonstrated: data preparation and validation · KPI definition · DAX and data modeling · Pareto and trend analysis · OEE and loss analysis · visual management · stakeholder requirements · continuous-improvement tracking

🔬 Ultra-Fine-Grain Aluminium Alloys & Advanced Forming Research

Conducted doctoral research at IIT Delhi on cryogenic rolling, constrained groove pressing, sheet hydroforming, and microstructure–property relationships for lightweight, high-strength aluminium alloys. Published peer-reviewed research and developed expertise in experimental design, materials characterization, forming-process optimization, mechanical testing, statistical analysis, and technical communication.

Research capabilities: Design of Experiments · metallography and microstructural analysis · tensile and hardness testing · sheet-metal formability · CAD/CAE · data interpretation · scientific writing · peer review


🤝 Professional Affiliations

  • ASME · ISME · ESME · MS&T · TMS (former)
  • Peer Reviewer: Recent Patents on Engineering · Journal of Management Science and Engineering Research · Advanced Intelligent Manufacturing Technology
  • Community Leadership: Board Director, ECS (Ethiopian Community Services)
  • Languages: English (Fluent) · Amharic (Fluent) · Afaan Oromo (Intermediate) · Hindi and German (Fair)

📬 Connect with Me


Building practical systems at the intersection of manufacturing engineering, quality, data, and AI—turning operational knowledge into measurable improvement and reusable engineering assets.

Pinned Loading

  1. design-review-miner design-review-miner Public

    AI-assisted retrieval of past engineering lessons — ML-indexed design review knowledge

    Python

  2. pfmea-doc-gen pfmea-doc-gen Public

    Generate professional PFMEA and 8D Failure Analysis reports as Word documents — Python library + free web app

    Python

  3. manufacturing-process-excellence-toolkit manufacturing-process-excellence-toolkit Public

    Python toolkit for Cp/Cpk, PFMEA, OEE, Gauge R&R, SPC, process data, and manufacturing improvement.

    Python