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MACHINE LEARNING LECTURE PROJECTa ) Find a dataset from Internet with at least 1 0 . 0 0 0 data in it . Kaggle UCI
MACHINE LEARNING LECTURE PROJECTa Find a dataset from Internet with at least data in it Kaggle UCI Machine Learning Repository Google Dataset Search: CMU Libraries:Discover highquality datasets thanks to the collection of Huajin Wang, at CMUb Show related information about the dataset. How many records does it have? What are the features? Types of the features?.... etc. Dataset should contain at least features in itDATASET NAME :DATASET WEB LINK :DATASET INFOHow many records does it containsHow many features does it haveHow many different classes exist in the dataset?What are number of examples for each classes?How many NULL values exist? depending on the featuresdistinctlyWhich features are not numeric?c Use Label Encoding for at least one of the featuresExplain your reason why do make this operation?d Use One Hot encoding for at least one of the features Explain your reason why do make this operation? e Analyze the Missing Valuesa. Delete some columns Explain your reason why do make this operation? b Delete some rows Explain your reason why do make this operation?c Impute some missing data Explain your reason why do make this operation?f Find the best correlated Features in the Dataset g Execute a NormalizationScaling in the Dataset h Train your new dataset at least different Machine Learning algorithmsi Use fold approach to measure the performance of the systemWITH A RANDOM SELECTION WE REACHED THE FOLLOWING RESULTSWITH FOLD APPROACH I REACHED THE FOLLOWING RESULTj Put their results to a table to make a comparisonk Calculate the training time for all of theml Select the best features from the databaseSHOW THE LIST OF THE FEATURESm Write a Conference paper to Show all your reached results.
MACHINE LEARNING LECTURE PROJECTa Find a dataset from Internet with at least data in it Kaggle UCI Machine Learning Repository Google Dataset Search: CMU Libraries:Discover highquality datasets thanks to the collection of Huajin Wang, at CMUb Show related information about the dataset. How many records does it have? What are the features? Types of the features?.... etc. Dataset should contain at least features in itDATASET NAME :DATASET WEB LINK :DATASET INFOHow many records does it containsHow many features does it haveHow many different classes exist in the dataset?What are number of examples for each classes?How many NULL values exist? depending on the featuresdistinctlyWhich features are not numeric?c Use Label Encoding for at least one of the featuresExplain your reason why do make this operation?d Use One Hot encoding for at least one of the features Explain your reason why do make this operation? e Analyze the Missing Valuesa. Delete some columns Explain your reason why do make this operation? b Delete some rows Explain your reason why do make this operation?c Impute some missing data Explain your reason why do make this operation?f Find the best correlated Features in the Dataset g Execute a NormalizationScaling in the Dataset h Train your new dataset at least different Machine Learning algorithmsi Use fold approach to measure the performance of the systemWITH A RANDOM SELECTION WE REACHED THE FOLLOWING RESULTSWITH FOLD APPROACH I REACHED THE FOLLOWING RESULTj Put their results to a table to make a comparisonk Calculate the training time for all of theml Select the best features from the databaseSHOW THE LIST OF THE FEATURESm Write a Conference paper to Show all your reached results.
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