FAILDEX失樂園
中文

Determined AI

The business, the turning points, and the decisions behind them.

Founded2017
Event year2021
FundingUS$14M
ValuationUS$50M
Some sections are still being researched1 / 4

Sections to complete:02

01 / WHAT IT BUILT

What the company did

Determined AI was a San Francisco startup founded in 2017 by Neil Conway, Evan Sparks and Ameet Talwalkar (a Carnegie Mellon machine learning professor), with contributions from PhD students and faculty at UC Berkeley and CMU. It built an open-source deep learning training platform that made building models fast and easy: high-performance distributed training, hyperparameter tuning, GPU scheduling and model management in one integrated environment, so engineers could focus on models instead of infrastructure. It launched the open-source platform in 2020 and was acquired by Hewlett Packard Enterprise in June 2021, joining HPE's High Performance Computing and Mission Critical Solutions group with the platform kept open source.

02 / FAILURE REASONS

Pending assessment

Material for this section is being gathered and checked. It will appear here once ready.

03 / EVENT HISTORY

Events in the structured record

  1. Company founded

    Neil Conway, Evan Sparks and Ameet Talwalkar found Determined AI in San Francisco to build open-source ML training infrastructure.

  2. Product launch

    Determined AI launches its open-source deep learning training platform.

  3. Acquisition

    In June 2021, Hewlett Packard Enterprise acquires Determined AI; the team joins HPE's HPC and Mission Critical Solutions group and the platform remains open source.

04 / CONTEMPORARY REBUILD ASSESSMENT

Difficulty of rebuilding this project today

Material for this section is being gathered and checked. It will appear here once ready.

Rebuild difficultyPending assessmentNot completed
Scoring basisNot completed
ScalabilityPending assessmentNot completed
Scoring basisNot completed

Overall assessment: Not completed

05 / CAUSAL CHAIN

How the factors connect

  1. 01

    2017: founded by Conway, Sparks and Talwalkar (CMU/Berkeley roots)

  2. 02

    Open-source deep learning training platform; 2020 launch

  3. 03

    HPE acquires in June 2021; joins HPC & Mission Critical group

  4. 04

    Platform stays open source under HPE