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bayesian-optimization-tutorial icon bayesian-optimization-tutorial

Used for a lecture given in MIT Course 6.435 by Stewart Jamieson (http://acl.mit.edu/people/sjamieso) & Björn Lütjens (http://acl.mit.edu/people/lutjens)

bayesopt icon bayesopt

BayesOpt: A toolbox for bayesian optimization, experimental design and stochastic bandits.

classification-for-blood-cells icon classification-for-blood-cells

Classifying different types of blood cells and counting different blood cell are important indicators important for many diagnostic tests. Our task will use Keras and Sklearn to automatically classify 4 main types of subtype blood cells in each blood sample image and do some counting among them. Finally, we will use confusion matrix to see the models’ performance and give some highlights on future work.

gossis icon gossis

Extracting consistent concepts from multiple databases

hyperopt icon hyperopt

Distributed Asynchronous Hyperparameter Optimization in Python

probml6701 icon probml6701

homework and final project for Columbia STCS6701

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