HomeCoursesDeal with Mislabeled and Imbalanced Machine Learning Datasets
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Deal with Mislabeled and Imbalanced Machine Learning Datasets
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Gain insights into dealing with mislabeled and imbalanced machine learning datasets. Learn to analyze effects, measure and recover from noise, and interpret results to avoid bias.
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Machine learning models depend thoroughly on the dataset quality they are trained on. The model’s performance deteriorates significantly due to noisy datasets. One primary source of noise is mislabeling. Labeling is a costly, time-consuming, and error-prone stage in the machine learning pipeline. Data, if not correctly labeled, can introduce bias and inaccuracies into machine learning models.
This course offers hands-on experience in analyzing the effects of mislabeled datasets on machine learning models, especially convolutional neural networks. It emphasizes the modern data-centric perspective in machine learning. Eventually, it teaches how to measure and recover from noisy datasets.
After completing this course, you will be skilled at handling imbalanced datasets and be able to interpret results fairly to avoid bias toward minority classes. Having such skills is vital in machine learning and important for both industry and academia.
Machine learning models depend thoroughly on the dataset quality they are trained on. The model’s performance deteriorates signi...Show More
WHAT YOU'LL LEARN
The ability to analyze the impact of mislabeled datasets on ML model performance
An understanding of techniques to deal with imbalanced datasets
The ability to evaluate the importance of quality data over big data
The ability to analyze the impact of mislabeled datasets on ML model performance
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TAKEAWAY SKILLS
Python
Machine Learning
Data Pipeline
Content
28 Lessons1 Project5 Quizzes1 Assessment
1.
Introduction to the Course
2 Lessons
Get familiar with handling mislabeled and imbalanced data in machine learning models.
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