unretrainable

Cannot learn again

Unable to be retrained.

The word appears most often in discussions of machine learning models that cannot be updated with new data, or employees whose habits or skills resist correction: The legacy system proved unretrainable on modern datasets.

Sometimes describes animals or people whose behavior is too ingrained to modify.

resistant

unresponsive

Failing to react or reply

unadaptable · uncoachable · unteachable · indocile · closed-minded · impenetrable · thick-skinned · hardened · desensitized · immune

stubborn

obstinate

Firmly refusing to yield

obdurate · adamant · mulish · pigheaded · intransigent · recalcitrant · unbending · uncooperative · defiant · contrary

incorrigible

hopeless

Beyond possibility of success

beyond help · unrecoverable · unsalvageable · lost cause · write-off · intractable · unimprovable · unfixable

fixed

ingrained

Firmly established by habit

  • hardwiredPermanently connected by wires
  • setArrange in position
  • entrenchedFirmly established, resistant to change

deep-rooted · embedded · permanent · indelible · irreversible · unchangeable · immutable · unalterable · locked-in · fossilized

Opposites
capacity for learning/modification

unretrainabletrainable

Able to be taught

retrainable · teachable · educable · coachable · moldable

rigidity vs. flexibility

unretrainableadaptable

Able to adjust readily

flexible · malleable · plastic · pliable · changeable

Family

train, trains, trained, training, trainer, trainers, trainee, trainees, retrain

Familiarity
Top 500,000
Profile
Used worldwide · Timeless · Abstract · Negative · Everyday, not technical · Rated G