Weakly definitions
| Word backwards | ylkaew |
|---|---|
| Part of speech | Adverb |
| Syllabic division | weak-ly |
| Plural | The plural form of the word "weakly" is "weaklies." |
| Total letters | 6 |
| Vogais (2) | e,a |
| Consonants (4) | w,k,l,y |
Understanding the concept of weakly in the context of data analysis is crucial for anyone working with large datasets. In data science, weakly supervised learning refers to a type of machine learning approach where the training data is labeled at a broader level of category or with less precision compared to traditional supervised learning.
Weakly Supervised Learning
This approach allows data scientists to train models with minimal human effort, making it particularly useful when labeled data is scarce or expensive to obtain. Weakly supervised learning algorithms are designed to make predictions based on incomplete, noisy, or imprecise training data.
Weak Labels
Weak labels are annotations that are not as detailed or accurate as strong labels typically used in supervised learning. This can include labels generated by heuristics, crowdsourcing, or manual inspection, which may introduce noise or inaccuracies into the training data.
Applications
Weakly supervised learning has found applications in various domains such as natural language processing, image recognition, and bioinformatics. By leveraging weakly labeled data, researchers can develop models that are capable of accurately predicting outcomes with less reliance on fully labeled datasets.
In summary, understanding weakly supervised learning and how it differs from traditional supervised learning is essential for data scientists looking to work with large datasets efficiently. By embracing the challenges and opportunities that weak labeling presents, researchers can develop innovative solutions to complex problems in the field of machine learning.
Weakly Examples
- She spoke weakly after a long day of shouting.
- The tree swayed weakly in the wind.
- He weakly attempted to lift the heavy box.
- The old man walked weakly with his cane.
- Her voice came out weakly as she tried to sing.
- He smiled weakly at the bad joke.
- The flashlight flickered weakly in the dark.
- The weakly written essay received a low grade.
- She weakly protested against the unfair decision.
- The car engine started weakly on the cold morning.