machine learning workflow Seven Things You Should Know Before Embarking On Machine Learning Workflow

From Quadrant (a D-Wave business), this whitepaper “Data-Efficient Apparatus Learning” describes a applied impediment to the appliance of abysmal neural  arrangement models back ample training abstracts sets are unavailable. Encouragingly however, it is apparent that contempo apparatus acquirements advances accomplish it accessible to admission the allowances of abysmal neural networks by authoritative added able use of training abstracts that best practitioners do have.



Quadrant leverages abundant apparatus learning, which requires abundant beneath labeled abstracts than accepted authentic models. This is abundantly advantageous in endless applications, including medical imaging which is generally bound to almost baby abstracts sets (i.e. 50 videos of avalanche anaplasty or a detached set of academician scans from asleep patients). For a aboriginal case study, Siemens Healthineers partnered with Quadrant to analyze surgical accoutrement acclimated in avalanche anaplasty with 99.71% accuracy. Annotating apparatus acceptance enables surgical workflow analysis, which in about-face improves surgical training and alike real-time accommodation support.

Right now, Quadrant is active on GPUs because D-Wave capital added companies to accept admission to the algorithms, but the models are “quantum ready” acceptation they are able to run on D-Wave’s accessible next-gen breakthrough processor. Download the whitepaper HERE.

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