[Udemy] 100+ Exercises – Python – Data Science – scikit-learn – 2022

September 9, 2022 Development

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Deal Score0

100% OFF Get Course

What you’ll learn

resolve over 100 workout routines in numpy, pandas and scikit-study
take care of actual programming issues in knowledge science
work with documentation and Stack Overflow
assured teacher assist

Requirements

completion of all programs within the Python Developer studying path
completion of all programs within the Data Scientist studying path
primary data of NumPy
primary data of Pandas
primary data of scikit-study and machine studying ideas

Description

Welcome to the 100+ Exercises – Python – Data Science – scikit-study course the place you possibly can take a look at your Python programming expertise in machine studying, particularly in scikit-study bundle.

Matters you’ll discover within the workout routines:

getting ready knowledge to machine studying fashions
working with lacking values, SimpleImputer class
classification, regression, clustering
discretization
function extraction
PolynomialFeatures class
LabelEncoder class
OneHotEncoder class
StandardScaler class
dummy encoding
splitting knowledge into prepare and take a look at set
LogisticRegression class
confusion matrix
classification report
LinearRegression class
MAE – Imply Absolute Error
MSE – Imply Squared Error
sigmoid() operate
entorpy
accuracy rating
DecisionTreeClassifier class
GridSearchCV class
RandomForestClassifier class
CountVectorizer class
TfidfVectorizer class
KMeans class
AgglomerativeClustering class
HierarchicalClustering class
DBSCAN class
dimensionality discount, PCA evaluation
Affiliation Guidelines
LocalOutlierFactor class
IsolationForest class
KNeighborsClassifier class
MultinomialNB class
GradientBoostingRegressor class

This course is designed for individuals who have primary data in Python, numpy, pandas and scikit-study. It consists of over 100 workout routines with options. It is a nice take a look at for people who find themselves studying machine studying and are on the lookout for new challenges. Exercises are additionally take a look at earlier than the interview. Many common subjects have been lined on this course.