wanna know about supervised machine learning and label data abilities?
Автор: IT insights
Загружено: 2023-06-12
Просмотров: 69
Описание:
Do you wanna know about supervised machine learning and label data abilities? You are at the right place. n this informative video, we delve into the world of supervised machine learning and the abilities of labeled data. Discover how machines are trained to make accurate predictions and classifications through the power of labeled data. Learn about the various methods of labeling data, including manual labeling, crowd labeling, and active learning. Understand the importance of labeled data for training models, achieving higher accuracy levels, and enabling generalization. Join us as we explore the benefits of labeled data in the realm of supervised machine learning and how it facilitates performance evaluation. Watch now to gain a comprehensive understanding of supervised machine learning and the significance of labeled data.
what is machine learning?
Machine learning is a field of artificial intelligence that focuses on the development of algorithms and models that enable computers to learn from and make predictions or decisions based on data. Supervised machine learning is a specific branch of machine learning where we provide labeled examples to train a model.
what exactly does "labeled data" mean?
Labeled data refers to a dataset in which each data point is associated with a corresponding label or target value. These labels can be categorical, such as classifying emails as spam or not spam, or numerical, such as predicting the price of a house based on its features. Labeled data acts as a guide for the machine learning model, helping it understand patterns and make accurate predictions.
common methods of labeling data.
1.Manual labeling
2. Crowd labeling.
3.Active Learning
key benefits in the realm of supervised machine learning
1. Training accuracy
2.Generalization
3. Performance Evaluation
00:00 - Intro
00:30 - What is machine learning?
00:45 - Supervised machine learning
00:50 - what does data label mean?
01:40 - Common methods of labeling data in machine learning
02:14 - Active learning semi-supervised machine learning
02:47 - benefits of labeling data in machine learning
03:37 - Conclusion
#supervisedlearning #machinelearning #machinelearningbasics #Itinsights
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