Fall 2026

Trends in Electrification Seminar

EPD 647 discusses major trends in the automotive and transportation industry, with a focus on electrification technologies including hybrids, fuel cells, and fully electric vehicles.

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Recorded instructors · Fall 2026 No instructors listed

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Prerequisites

Course map

Graduate/professional standing or declared in Capstone Certificate in Powertrain Electrification

    • Graduate/professional standing
    • declared in Capstone Certificate in Powertrain Electrification
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EPD 647

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  • Any of
    • Graduate/professional standing
    • declared in Capstone Certificate in Powertrain Electrification

Professors

Fall 2026

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Calendar & sections

Fall 2026

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Student experience

the class

Discussion of major trends in the automotive and transportation industry, focused on electrification for hybrids, fuel cells, and fully electric vehicles.

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Topics

  • Automotive and transportation industry trends
  • Vehicle electrification technologies

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Sources & history

UW–Madison

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Dataset & model

Recorded 2026-09-07

View the dataset on Hugging Face
Model outputs & technical records
nvidia/Qwen3.6-35B-A3B-NVFP4
LLM outputs across runs
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Full model traces

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Model & dataset provenance 
{
  "model": "nvidia/Qwen3.6-35B-A3B-NVFP4",
  "model_revision": "1355db6a052410cfd62085d94b58866fd0f2c3c5",
  "task_version": "14",
  "output_id": "e1c29ef76eded3901241ace222cbc045601cc1f065ddaaa3c77cb9a13cc76c44",
  "requirements_status": "valid",
  "dataset_revision": "e243353dcb7d79b7247ced91d69443ef4c2a6349",
  "observed_at": "2026-09-07 15:55:43.033547+00:00"
}