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Nishant Sharma's Projects

datascience-lab7 icon datascience-lab7

Explored ensemble learning techniques including bagging, boosting, and stacking. Then make classification predictions using basic Random Forest, k-Nearest Neighbors, SVC, and Logistic Regression models.

practicalai icon practicalai

📚 A practical approach to learning and using machine learning.

python icon python

All Algorithms implemented in Python

stress_detector icon stress_detector

API to detect Stress through real-time facial recognition using Deep learning and CNN

super-learner-ensemble icon super-learner-ensemble

The Super Learner is a heterogeneous stacked ensemble classifier. This is a classification model that uses a set of base classifiers of different types, the outputs of which are then combined in another classifier at the stacked layer. The Super Learner was described in (van der Laan et al, 2007) but the stacked ensemble idea has been around for longer than that - for example (Wolpert, 1992).

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