Learn Machine Learning by example
Get ready to use end-to-end coding projects for solving real-world business problems
iPython Notebook
Download the iPython notebook for 100+ code snippets.
|
Explanations
Code snippets include helpful explanations to understand the code logic.
|
Detailed Coverage
Deep coverage of various data science topics needed for real industry projects.
|
Select Category
| CODE SNIPPET | CATEGORY | |
|---|---|---|
| How to find optimal parameters for CatBoost using GridSearchCV for Classification? | Machine Learning Recipes,find, optimal, parameters, for, catboost, using, gridsearchcv, for, classification | |
| How to find optimal parameters for CatBoost using GridSearchCV for Regression? | Machine Learning Recipes,find, optimal, parameters, for, catboost, using, gridsearchcv, for, regression | |
| How to find optimal parameters using RandomizedSearchCV for Regression? | Machine Learning Recipes,find, optimal, parameters, using, randomizedsearchcv, for, regression | |
| How to find optimal parameters using GridSearchCV for Regression? | Machine Learning Recipes,find, optimal, parameters, using, gridsearchcv, for, regression | |
| How to find optimal parameters using RandomizedSearchCV? | Machine Learning Recipes,find, optimal, parameters, using, randomizedsearchcv | |
| How to find optimal parameters using GridSearchCV? | Machine Learning Recipes,find, optimal, parameters, using, gridsearchcv | |
| How to optimise learning rates in XGBoost example 2? | Machine Learning Recipes,optimise, learning, rates, xgboost, example, 2 | |
| How to optimise learning rates in XGBoost example 1? | Machine Learning Recipes,optimise, learning, rates, xgboost, example, 1 | |
| How to optimise size (depth) of trees in XGBoost? | Machine Learning Recipes,optimise, size, (depth), of, trees, xgboost | |
| How to optimise number of trees in XGBoost? | Machine Learning Recipes,optimise, number, of, trees, xgboost | |
| How to parallalise execution of XGBoost and cross validation in Python? | Machine Learning Recipes,parallalise, execution, of, xgboost, and, cross, validation | |
| How to evaluate XGBoost model with learning curves example 2? | Machine Learning Recipes,evaluate, xgboost, model, with, learning, curves, example, 2 | |
| How to evaluate XGBoost model with learning curves example 1? | Machine Learning Recipes,evaluate, xgboost, model, with, learning, curves, example, 1 | |
| How to visualise XGBoost feature importance in Python? | Machine Learning Recipes,visualise, xgboost, feature, importance | |
| How to visualise XGBoost tree in Python? | Machine Learning Recipes,visualise, xgboost, tree | |
| How to save trained model in Python? | Machine Learning Recipes,save, trained, model | |
| How to implement voting ensemble in Python? | Machine Learning Recipes,implement, voting, ensemble | |
| How to compare sklearn classification algorithms in Python? | Machine Learning Recipes,compare, sklearn, classification, algorithms | |
| How to use Regression Metrics in Python? | Machine Learning Recipes,use, regression, metrics | |
| How to use Classification Metrics in Python? | Machine Learning Recipes,use, classification, metrics | |
| How to visualise a tree model Multiclass Classification? | Machine Learning Recipes,visualise, tree, model, multiclass, classification | |
| How to classify "wine" using different Boosting models? | Machine Learning Recipes,classify, "wine", using, different, boosting, models | |
| How to classify "wine" using sklearn ensemble (Boosting) model? | Machine Learning Recipes,classify, "wine", using, sklearn, ensemble, (boosting), model | |
| How to classify "wine" using sklearn ensemble (Bagging) model? | Machine Learning Recipes,classify, "wine", using, sklearn, ensemble, (bagging), model | |
| How to classify "wine" using sklearn tree model? | Machine Learning Recipes,classify, "wine", using, sklearn, tree, model | |
| How to classify "wine" using sklearn LDA and QDA model? | Machine Learning Recipes,classify, "wine", using, sklearn, lda, and, qda, model | |
| How to classify "wine" using sklearn nearest neighbors model? | Machine Learning Recipes,classify, "wine", using, sklearn, nearest, neighbors, model | |
| How to classify "wine" using sklearn Naive Bayes mdeol? | Machine Learning Recipes,classify, "wine", using, sklearn, naive, bayes, mdeol | |
| How to classify "wine" using sklearn linear_models? | Machine Learning Recipes,classify, "wine", using, sklearn, linear_models | |
| How to import a CSV file in Python? | Machine Learning Recipes,import, csv, file | |
| How to use SVM Classifier and Regressor in Python? | Machine Learning Recipes,use, svm, classifier, and, regressor | |
| How to use LightGBM Classifier and Regressor in Python? | Machine Learning Recipes,use, lightgbm, classifier, and, regressor | |
| How to use CatBoost Classifier and Regressor in Python? | Machine Learning Recipes,use, catboost, classifier, and, regressor | |
| How to use XgBoost Classifier and Regressor in Python? | Machine Learning Recipes,use, xgboost, classifier, and, regressor | |
| How to connect MySQL DB in Python? | Machine Learning Recipes,connect, mysql, db | |
| How to use MLP Classifier and Regressor in Python? | Machine Learning Recipes,use, mlp, classifier, and, regressor | |
| How to use GradientBoosting Classifier and Regressor in Python? | Machine Learning Recipes,use, gradientboosting, classifier, and, regressor | |
| How to use RandomForest Classifier and Regressor in Python? | Machine Learning Recipes,use, randomforest, classifier, and, regressor | |
| How to use Adaboost Classifier and Regressor in Python? | Machine Learning Recipes,use, adaboost, classifier, and, regressor | |
| How to use Classification and Regression Tree in Python? | Machine Learning Recipes,use, classification, and, regression, tree | |
| How to do MinShift Clustering in Python? | Machine Learning Recipes,do, minshift, clustering | |
| How to do DBSCAN based Clustering in Python? | Machine Learning Recipes,do, dbscan, based, clustering | |
| How to do Affinity based Clustering in Python? | Machine Learning Recipes,do, affinity, based, clustering | |
| How to do KMeans Clustering in Python? | Machine Learning Recipes,do, kmeans, clustering | |
| How to do Agglomerative Clustering in Python? | Machine Learning Recipes,do, agglomerative, clustering | |
| How to use nearest neighbours for Classification? | Machine Learning Recipes,use, nearest, neighbours, for, classification | |
| How to use nearest neighbours for Regression? | Machine Learning Recipes,use, nearest, neighbours, for, regression | |
| How to create and optimize a baseline Decision Tree model for MultiClass Classification? | Machine Learning Recipes,and, optimize, baseline, decision, tree, model, for, multiclass, classification | |
| How to create and optimize a baseline Decision Tree model for Binary Classification? | Machine Learning Recipes,and, optimize, baseline, decision, tree, model, for, binary, classification | |
| How to create and optimize a baseline Decision Tree model for Regression? | Machine Learning Recipes,and, optimize, baseline, decision, tree, model, for, regression | |
| How to create and optimize a baseline ElasticNet Regression model? | Model selection,and, optimize, baseline, elasticnet, regression, model,Regression examples,and, optimize, baseline, elasticnet, regression, model | |
| How to create and optimize a baseline Lasso Regression model? | Model selection,and, optimize, baseline, lasso, regression, model,Regression examples,and, optimize, baseline, lasso, regression, model | |
| How to create and optimize a baseline Ridge Regression model? | Model selection,and, optimize, baseline, ridge, regression, model,Regression examples,and, optimize, baseline, ridge, regression, model | |
| How to create and optimize a baseline linear regression model? | Model selection,and, optimize, baseline, linear, regression, model,Regression examples,and, optimize, baseline, linear, regression, model | |
| How to optimize hyper parameters of a DecisionTree model using Grid Search in Python? | Hyperparameter tuning,optimize, hyper, parameters, of, decisiontree, model, using, grid, search | |
| How to optimize hyper parameters of a Logistic Regression model using Grid Search in Python? | Hyperparameter tuning,optimize, hyper, parameters, of, logistic, regression, model, using, grid, search,Regression examples,optimize, hyper, parameters, of, logistic, regression, model, using, grid, search | |
| How to select model using Grid Search in Python? | Model selection,model, using, grid, search | |
| How to tune Hyper parameters using Random Search in Python? | Hyperparameter tuning,tune, hyper, parameters, using, random, search | |
| How to tune Hyper parameters using Grid Search in Python? | Hyperparameter tuning,tune, hyper, parameters, using, grid, search | |
| How to plot Validation Curve in Python? | Data visualization,plot, validation, curve | |
| How to plot a ROC Curve in Python? | Data visualization,plot, roc, curve | |
| How to plot a learning Curve in Python? | Data visualization,plot, learning, curve | |
| How to generate classification report and confusion matrix in Python? | Model selection,generate, classification, report, and, confusion, matrix | |
| How to check models Average precision score using cross validation in Python? | Model selection,check, models, average, precision, score, using, cross, validation | |
| How to check models AUC score using cross validation in Python? | Model accuracy,check, models, auc, score, using, cross, validation,Model selection,check, models, auc, score, using, cross, validation | |
| How to check models recall score using cross validation in Python? | Model accuracy,check, models, recall, score, using, cross, validation,Model selection,check, models, recall, score, using, cross, validation | |
| How to check models precision score using cross validation in Python? | Model accuracy,check, models, precision, score, using, cross, validation,Model selection,check, models, precision, score, using, cross, validation | |
| How to check models f1 score using cross validation in Python? | Model accuracy,check, models, f1, score, using, cross, validation,Model selection,check, models, f1, score, using, cross, validation | |
| How to check models accuracy using cross validation in Python? | Model accuracy,check, models, accuracy, using, cross, validation,Model selection,check, models, accuracy, using, cross, validation | |
| How to split train test data using sklearn and python? | Data Munging,split, train, test, data, using, sklearn, and | |
| How to do variance thresholding in Python for feature selection? | Feature extraction,do, variance, thresholding, for, feature, selection | |
| How to do recursive feature elimination in Python (DecisionTreeRegressor)? | Feature extraction,do, recursive, feature, elimination, (decisiontreeregressor) | |
| How to do recursive feature elimination in Python? | Feature extraction,do, recursive, feature, elimination | |
| How to drop out highly correlated features in Python? | Feature extraction,drop, out, highly, correlated, features | |
| How to select features using chi squared in Python? | Feature extraction,features, using, chi, squared | |
| How to select features using best ANOVA F values in Python? | Feature extraction,features, using, best, anova, f, values | |
| How to extract features using PCA in Python? | Feature extraction,extract, features, using, pca | |
| How to reduce dimentionality using PCA in Python? | Data Munging,reduce, dimentionality, using, pca | |
| How to reduce dimentionality on Sparse Matrix in Python? | Data Munging,reduce, dimentionality, on, sparse, matrix | |
| How to determine Spearmans correlation in Python? | Data Munging,determine, spearmans, correlation | |
| How to determine Pearsons correlation in Python? | Data Munging,determine, pearsons, correlation | |
| How to generate stacked BAR plot in Python? | Data visualization,generate, stacked, bar, plot | |
| How to generate PIE plot in Python? | Data visualization,generate, pie, plot | |
| How to generate grouped BAR plot in Python? | Data visualization,generate, grouped, bar, plot | |
| How to generate scatter plot using Pandas and Seaborn? | Data visualization,generate, scatter, plot, using, pandas, and, seaborn,Pandas cheatsheet,generate, scatter, plot, using, pandas, and, seaborn | |
| How to generate timeseries using Pandas and Seaborn? | Pandas cheatsheet,generate, timeseries, using, pandas, and, seaborn | |
| How to utilise timeseries in pandas? | Pandas cheatsheet,utilise, timeseries, pandas | |
| How to generate BAR plot using pandas DataFrame? | Data visualization,generate, bar, plot, using, pandas, dataframe,Pandas cheatsheet,generate, bar, plot, using, pandas, dataframe | |
| How to use seaborn to visualise a Pandas dataframe? | Data visualization,use, seaborn, visualise, pandas, dataframe,Pandas cheatsheet,use, seaborn, visualise, pandas, dataframe | |
| How to utilise Pandas dataframe & series for data wrangling? | Data Munging,utilise, pandas, dataframe, &, series, for, data, wrangling,Pandas cheatsheet,utilise, pandas, dataframe, &, series, for, data, wrangling,Pandas dataframe tutorial,utilise, pandas, dataframe, &, series, for, data, wrangling,Pandas series,utilise, pandas, dataframe, &, series, for, data, wrangling,Python pandas dataframe,utilis | |
| How to do string munging in Pandas? | Data Munging,do, string, munging, pandas,Pandas cheatsheet,do, string, munging, pandas | |
| How to sort rows within a Pandas DataFrame? | Data Munging,sort, rows, within, pandas, dataframe,Pandas cheatsheet,sort, rows, within, pandas, dataframe,Pandas dataframe tutorial,sort, rows, within, pandas, dataframe,Python pandas dataframe,sort, rows, within, pandas, dataframe | |
| How to select rows with multiple filters? | Data cleaning python,rows, with, multiple, filters,Data Munging,rows, with, multiple, filters | |
| How to search a value within a Pandas DataFrame row? | Data Munging,search, value, within, pandas, dataframe, row,Pandas dataframe tutorial,search, value, within, pandas, dataframe, row,Python pandas dataframe,search, value, within, pandas, dataframe, row | |
| How to search a value within a Pandas DataFrame column? | Data Munging,search, value, within, pandas, dataframe, column,Pandas cheatsheet,search, value, within, pandas, dataframe, column,Pandas column,search, value, within, pandas, dataframe, column,Pandas dataframe tutorial,search, value, within, pandas, dataframe, column,Python pandas dataframe,search, value, within, pandas, dataframe, column | |
| How to save Pandas DataFrame as CSV file? | Data Munging,save, pandas, dataframe, as, csv, file,Pandas cheatsheet,save, pandas, dataframe, as, csv, file,Pandas dataframe tutorial,save, pandas, dataframe, as, csv, file,Python pandas dataframe,save, pandas, dataframe, as, csv, file | |
| How to replace multiple values in a Pandas DataFrame? | Data Munging,replace, multiple, values, pandas, dataframe,Pandas cheatsheet,replace, multiple, values, pandas, dataframe,Pandas dataframe tutorial,replace, multiple, values, pandas, dataframe,Python pandas dataframe,replace, multiple, values, pandas, dataframe | |
| How to rename multiple column headers in a Pandas DataFrame? | Data Munging,rename, multiple, column, headers, pandas, dataframe,Pandas cheatsheet,rename, multiple, column, headers, pandas, dataframe,Pandas column,rename, multiple, column, headers, pandas, dataframe,Pandas dataframe tutorial,rename, multiple, column, headers, pandas, dataframe,Python pandas dataframe,rename, multiple, column, headers, | |
| How to rename column header of a Pandas DataFrame? | Data Munging,rename, column, header, of, pandas, dataframe,Pandas cheatsheet,rename, column, header, of, pandas, dataframe,Pandas column,rename, column, header, of, pandas, dataframe,Pandas dataframe tutorial,rename, column, header, of, pandas, dataframe,Python pandas dataframe,rename, column, header, of, pandas, dataframe | |
| How to reindex Pandas Series and DataFrames? | Data Munging,reindex, pandas, series, and, dataframes,Pandas cheatsheet,reindex, pandas, series, and, dataframes,Pandas dataframe tutorial,reindex, pandas, series, and, dataframes,Pandas series,reindex, pandas, series, and, dataframes,Python pandas dataframe,reindex, pandas, series, and, dataframes | |
| How to rank a Pandas DataFrame? | Data Munging,rank, pandas, dataframe,Pandas cheatsheet,rank, pandas, dataframe,Pandas dataframe tutorial,rank, pandas, dataframe,Python pandas dataframe,rank, pandas, dataframe | |
| How to randomly sample a Pandas DataFrame? | Data Munging,randomly, sample, pandas, dataframe,Pandas cheatsheet,randomly, sample, pandas, dataframe,Pandas dataframe tutorial,randomly, sample, pandas, dataframe,Python pandas dataframe,randomly, sample, pandas, dataframe | |
| How to format string in a Pandas DataFrame Column? | Data Munging,format, string, pandas, dataframe, column,Pandas cheatsheet,format, string, pandas, dataframe, column,Pandas column,format, string, pandas, dataframe, column,Pandas dataframe tutorial,format, string, pandas, dataframe, column,Python pandas dataframe,format, string, pandas, dataframe, column | |
| How to create Pivot table using a Pandas DataFrame? | Data Munging,pivot, table, using, pandas, dataframe,Pandas cheatsheet,pivot, table, using, pandas, dataframe,Pandas dataframe tutorial,pivot, table, using, pandas, dataframe,Python pandas dataframe,pivot, table, using, pandas, dataframe | |
| How to Normalise a Pandas DataFrame Column? | Data Munging,normalise, pandas, dataframe, column,Pandas cheatsheet,normalise, pandas, dataframe, column,Pandas column,normalise, pandas, dataframe, column,Pandas dataframe tutorial,normalise, pandas, dataframe, column,Python pandas dataframe,normalise, pandas, dataframe, column | |
| How to calculate MOVING AVG in a Pandas DataFrame? | Data Munging,calculate, moving, avg, pandas, dataframe,Pandas cheatsheet,calculate, moving, avg, pandas, dataframe,Pandas dataframe tutorial,calculate, moving, avg, pandas, dataframe,Python pandas dataframe,calculate, moving, avg, pandas, dataframe | |
| How to deal with missing values in a Pandas DataFrame? | Data Munging,deal, with, missing, values, pandas, dataframe,Pandas cheatsheet,deal, with, missing, values, pandas, dataframe,Pandas dataframe tutorial,deal, with, missing, values, pandas, dataframe,Python pandas dataframe,deal, with, missing, values, pandas, dataframe | |
| How to map values in a Pandas DataFrame? | Data Munging,map, values, pandas, dataframe,Pandas cheatsheet,map, values, pandas, dataframe,Pandas dataframe tutorial,map, values, pandas, dataframe,Python pandas dataframe,map, values, pandas, dataframe | |
| How to list unique values in a Pandas DataFrame? | Data Munging,list, unique, values, pandas, dataframe,Pandas cheatsheet,list, unique, values, pandas, dataframe,Pandas dataframe tutorial,list, unique, values, pandas, dataframe,Python pandas dataframe,list, unique, values, pandas, dataframe | |
| How to JOIN and MERGE Pandas DataFrame? | Data Munging,join, and, merge, pandas, dataframe,Pandas cheatsheet,join, and, merge, pandas, dataframe,Pandas dataframe tutorial,join, and, merge, pandas, dataframe,Python pandas dataframe,join, and, merge, pandas, dataframe | |
| How to present Hierarchical Data in Pandas? | Data Munging,present, hierarchical, data, pandas,Pandas cheatsheet,present, hierarchical, data, pandas | |
| How to group rows in a Pandas DataFrame? | Data Munging,group, rows, pandas, dataframe,Pandas cheatsheet,group, rows, pandas, dataframe,Pandas dataframe tutorial,group, rows, pandas, dataframe,Python pandas dataframe,group, rows, pandas, dataframe | |
| How to find the largest value in a Pandas DataFrame? | Data Munging,find, largest, value, pandas, dataframe,Pandas cheatsheet,find, largest, value, pandas, dataframe,Pandas dataframe tutorial,find, largest, value, pandas, dataframe,Python pandas dataframe,find, largest, value, pandas, dataframe | |
| How to filter in a Pandas DataFrame? | Data Munging,filter, pandas, dataframe,Pandas dataframe tutorial,filter, pandas, dataframe,Python pandas dataframe,filter, pandas, dataframe | |
| How to drop ROW and COLUMN in a Pandas DataFrame? | Data Munging,drop, row, and, column, pandas, dataframe,Pandas cheatsheet,drop, row, and, column, pandas, dataframe,Pandas column,drop, row, and, column, pandas, dataframe,Pandas dataframe tutorial,drop, row, and, column, pandas, dataframe,Python pandas dataframe,drop, row, and, column, pandas, dataframe | |
| How to get descriptive statistics of a Pandas DataFrame? | Data Munging,get, descriptive, statistics, of, pandas, dataframe,Pandas cheatsheet,get, descriptive, statistics, of, pandas, dataframe,Pandas dataframe tutorial,get, descriptive, statistics, of, pandas, dataframe,Python pandas dataframe,get, descriptive, statistics, of, pandas, dataframe | |
| How to delete duplicates from a Pandas DataFrame? | Data Munging,delete, duplicates, pandas, dataframe,Pandas cheatsheet,delete, duplicates, pandas, dataframe,Pandas dataframe tutorial,delete, duplicates, pandas, dataframe,Python pandas dataframe,delete, duplicates, pandas, dataframe | |
| How to create crosstabs from a Dictionary in Python? | Data cleaning python,crosstabs, dictionary,Data Munging,crosstabs, dictionary | |
| How to create a new column based on a condition in Python? | Data cleaning python,new, column, based, on, condition,Data Munging,new, column, based, on, condition | |
| How to insert a new column based on condition in Python? | Data cleaning python,insert, new, column, based, on, condition,Data Munging,insert, new, column, based, on, condition | |
| How to convert string variables into DateTime variables in Python? | Data Munging,convert, string, variables, into, datetime, variables,Python datetime,convert, string, variables, into, datetime, variables,Python pandas dataframe,convert, string, variables, into, datetime, variables | |
| How to convert string categorical variables into numerical variables using Label Encoder? | Categorical variable examples,convert, string, categorical, variables, into, numerical, variables, using, label, encoder,Data Munging,convert, string, categorical, variables, into, numerical, variables, using, label, encoder,Label encoder,convert, string, categorical, variables, into, numerical, variables, using, label, encoder,Python pand | |
| How to convert string categorical variables into numerical variables in Python? | Categorical variable examples,convert, string, categorical, variables, into, numerical, variables,Data Munging,convert, string, categorical, variables, into, numerical, variables,Python pandas dataframe,convert, string, categorical, variables, into, numerical, variables | |
| How to convert categorical variables into numerical variables in Python? | Categorical variable examples,convert, categorical, variables, into, numerical, variables,Data Munging,convert, categorical, variables, into, numerical, variables,Python pandas dataframe,convert, categorical, variables, into, numerical, variables | |
| How to preprocess string data within a Pandas DataFrame? | Data Munging,preprocess, string, data, within, pandas, dataframe,Pandas cheatsheet,preprocess, string, data, within, pandas, dataframe,Pandas dataframe tutorial,preprocess, string, data, within, pandas, dataframe,Python pandas dataframe,preprocess, string, data, within, pandas, dataframe | |
| How to apply arithmatic operations on a Pandas DataFrame? | Data Munging,apply, arithmatic, operations, on, pandas, dataframe,Pandas cheatsheet,apply, arithmatic, operations, on, pandas, dataframe,Pandas dataframe tutorial,apply, arithmatic, operations, on, pandas, dataframe,Python pandas dataframe,apply, arithmatic, operations, on, pandas, dataframe | |
| How to assign a new column in a Pandas DataFrame? | Data Munging,assign, new, column, pandas, dataframe,Pandas cheatsheet,assign, new, column, pandas, dataframe,Pandas column,assign, new, column, pandas, dataframe,Pandas dataframe tutorial,assign, new, column, pandas, dataframe,Python pandas dataframe,assign, new, column, pandas, dataframe | |
| How to do Data Analysis in a Pandas DataFrame? | Data Munging,do, data, analysis, pandas, dataframe,Pandas cheatsheet,do, data, analysis, pandas, dataframe,Pandas dataframe tutorial,do, data, analysis, pandas, dataframe,Python pandas dataframe,do, data, analysis, pandas, dataframe | |
| How to apply functions in a Group in a Pandas DataFrame? | Data Munging,apply, functions, group, pandas, dataframe,Pandas cheatsheet,apply, functions, group, pandas, dataframe,Pandas dataframe tutorial,apply, functions, group, pandas, dataframe,Python pandas dataframe,apply, functions, group, pandas, dataframe | |
| How to deal with an Item in a List in Python? | Data cleaning python,deal, with, item, list,Data Munging,deal, with, item, list | |
| How to convert Strings to DateTimes in Python? | Data cleaning python,convert, strings, datetimes,Data Munging,convert, strings, datetimes,Python datetime,convert, strings, datetimes | |
| How to select DateTime within a range in Python? | Data cleaning python,datetime, within, range,Data Munging,datetime, within, range,Python datetime,datetime, within, range | |
| How to deal with Rolling Time Window in Python? | Data cleaning python,deal, with, rolling, time, window,Data Munging,deal, with, rolling, time, window | |
| How to introduce LAG time in Python? | Data cleaning python,introduce, lag, time,Data Munging,introduce, lag, time | |
| How to deal with missing values in a Timeseries in Python? | Data Munging,deal, with, missing, values, timeseries,Pandas series,deal, with, missing, values, timeseries | |
| How to encode Days of a week in Python? | Data cleaning python,encode, days, of, week,Data Munging,encode, days, of, week | |
| How to calculate difference between Dates in Python? | Data cleaning python,calculate, difference, between, dates,Data Munging,calculate, difference, between, dates | |
| How to split DateTime Data to create multiple feature in Python? | Data Munging,split, datetime, data, multiple, feature,Python datetime,split, datetime, data, multiple, feature | |
| How to standardise IRIS Data in Python? | Data cleaning python,standardise, iris, data,Data Munging,standardise, iris, data | |
| How to standardise features in Python? | Data Munging,standardise, features,Data normalization,standardise, features | |
| How to rescale features in Python? | Data Munging,rescale, features,Data normalization,rescale, features | |
| How to process categorical features in Python? | Categorical variable examples,process, categorical, features,Data Munging,process, categorical, features | |
| One hot Encoding with nominal categorical features in Python? | Categorical variable examples,one, hot, encoding, with, nominal, categorical, features,Data Munging,one, hot, encoding, with, nominal, categorical, features,Onehot encoding,one, hot, encoding, with, nominal, categorical, features | |
| One hot Encoding with multiple labels in Python? | Data Munging,one, hot, encoding, with, multiple, labels,Onehot encoding,one, hot, encoding, with, multiple, labels | |
| How to impute missing values with means in Python? | Data cleaning python,impute, missing, values, with, means,Data Munging,impute, missing, values, with, means | |
| How to deal with outliers in Python? | Data cleaning python,deal, with, outliers,Data Munging,deal, with, outliers | |
| How to deal with imbalance classes with upsampling in Python? | Data cleaning python,deal, with, imbalance, classes, with, upsampling,Data Munging,deal, with, imbalance, classes, with, upsampling | |
| How to deal with imbalance classes with downsampling in Python? | Data cleaning python,deal, with, imbalance, classes, with, downsampling,Data Munging,deal, with, imbalance, classes, with, downsampling | |
| How to encode ordinal categorical features in Python? | Categorical variable examples,encode, ordinal, categorical, features,Data Munging,encode, ordinal, categorical, features | |
| How to find outliers in Python? | Data Munging,find, outliers | |
| How to delete instances with missing values in Python? | Data cleaning python,delete, instances, with, missing, values,Data Munging,delete, instances, with, missing, values | |
| How to impute missing class labels using nearest neighbours in Python? | Data cleaning python,impute, missing, class, labels, using, nearest, neighbours,Data Munging,impute, missing, class, labels, using, nearest, neighbours | |
| How to impute missing class labels in Python? | Data Munging,impute, missing, class, labels | |
| How to convert Categorical features to Numerical Features in Python? | Categorical variable examples,convert, categorical, features, numerical, features,Data Munging,convert, categorical, features, numerical, features | |
| How to prepare a machine learning workflow in Python? | Data Munging,prepare, machine, learning, workflow | |
| How to Create simulated data for clustering in Python? | Data Munging,simulated, data, for, clustering,Simulated data,simulated, data, for, clustering | |
| How to Create simulated data for classification in Python? | Data Munging,simulated, data, for, classification,Simulated data,simulated, data, for, classification | |
| How to Create simulated data for regression in Python? | Data Munging,simulated, data, for, regression,Python regression,simulated, data, for, regression,Regression examples,simulated, data, for, regression,Simulated data,simulated, data, for, regression | |
| How to load sklearn Boston Housing data? | Data Munging,load, sklearn, boston, housing, data,Sklearn datasets,load, sklearn, boston, housing, data | |
| How to load features from a Dictionary in python? | Data cleaning python,load, features, dictionary,Data Munging,load, features, dictionary | |
| How to add and subtract between matrices? | Data cleaning python,add, and, subtract, between, matrices,Data Munging,add, and, subtract, between, matrices | |
| How to Divide each element of a matrix by a numerical value? | Data Munging,divide, each, element, of, matrix, by, numerical, value,Python Matrix,divide, each, element, of, matrix, by, numerical, value | |
| How to MULTIPLY numerical value to each element of a matrix? | Data Munging,multiply, numerical, value, each, element, of, matrix,Python Matrix,multiply, numerical, value, each, element, of, matrix | |
| How to SUBTRACT numerical value to each element of a matrix? | Data Munging,subtract, numerical, value, each, element, of, matrix,Python Matrix,subtract, numerical, value, each, element, of, matrix | |
| How to ADD numerical value to each element of a matrix? | Data Munging,add, numerical, value, each, element, of, matrix,Python Matrix,add, numerical, value, each, element, of, matrix | |
| How to calculate dot product of two vectors? | Data cleaning python,calculate, dot, product, of, two, vectors,Data Munging,calculate, dot, product, of, two, vectors | |
| How to find Maximum and Minimum values in a Matrix? | Data Munging,find, maximum, and, minimum, values, matrix,Python Matrix,find, maximum, and, minimum, values, matrix | |
| How to find the Rank of a Matrix? | Data Munging,find, rank, of, matrix,Python Matrix,find, rank, of, matrix | |
| How to Calculate Mean, Variance and Std of a Matrix or ndArray? | Data Munging,calculate, mean,, variance, and, std, of, matrix, ndarray,Python Matrix,calculate, mean,, variance, and, std, of, matrix, ndarray | |
| How to create RANDOM Numbers in Python? | Data cleaning python,random, numbers,Data Munging,random, numbers | |
| How to define WHILE Loop in Python? | Data cleaning python,define, while, loop,Data Munging,define, while, loop | |
| How to define FOR Loop in Python? | Data cleaning python,define, for, loop,Data Munging,define, for, loop | |
| How to find MIN, MAX in a Dictionary? | Data cleaning python,find, min,, max, dictionary,Data Munging,find, min,, max, dictionary | |
| How to deal with Dictionary Basics in Python? | Data cleaning python,deal, with, dictionary, basics,Data Munging,deal, with, dictionary, basics | |
| How to deal with Date & Time Basics in Python? | Data cleaning python,deal, with, date, &, time, basics,Data Munging,deal, with, date, &, time, basics | |
| How to Create and Delete a file in Python? | Data cleaning python,and, delete, file,Data Munging,and, delete, file | |
| How to convert STRING to DateTime in Python? | Data Munging,convert, string, datetime,Python datetime,convert, string, datetime | |
| How to use CONTINUE and BREAK statement within a loop in Python? | Data cleaning python,use, continue, and, break, statement, within, loop,Data Munging,use, continue, and, break, statement, within, loop | |
| How to do numerical operations in Python using Numpy? | Data cleaning python,do, numerical, operations, using, numpy,Data Munging,do, numerical, operations, using, numpy | |
| How to Flatten a Matrix? | Data cleaning python,flatten, matrix,Data Munging,flatten, matrix,Python Matrix,flatten, matrix | |
| How to Calculate Determinant of a Matrix or ndArray? | Data cleaning python,calculate, determinant, of, matrix, ndarray,Data Munging,calculate, determinant, of, matrix, ndarray,Python Matrix,calculate, determinant, of, matrix, ndarray | |
| How to calculate Diagonal of a Matrix? | Data cleaning python,calculate, diagonal, of, matrix,Data Munging,calculate, diagonal, of, matrix,Python Matrix,calculate, diagonal, of, matrix | |
| How to Calculate Trace of a Matrix? | Data cleaning python,calculate, trace, of, matrix,Data Munging,calculate, trace, of, matrix,Python Matrix,calculate, trace, of, matrix | |
| How to invert a matrix or nArray in Python? | Data Munging,invert, matrix, narray,Python Matrix,invert, matrix, narray | |
| How to convert a dictionary to a matrix or nArray in Python? | Data cleaning python,convert, dictionary, matrix, narray,Data Munging,convert, dictionary, matrix, narray,Python Matrix,convert, dictionary, matrix, narray | |
| How to reshape a Numpy array in Python? | Data cleaning python,reshape, numpy, array,Data Munging,reshape, numpy, array,Python reshape,reshape, numpy, array | |
| How to select elements from Numpy array in Python? | Data cleaning python,elements, numpy, array,Data Munging,elements, numpy, array | |
| How to create a sparse Matrix in Python? | Data cleaning python,sparse, matrix,Data Munging,sparse, matrix,Python Matrix,sparse, matrix | |
| How to Create a Vector or Matrix in Python? | Data cleaning python,vector, matrix,Data Munging,vector, matrix,Python Matrix,vector, matrix | |
| How to find correlations among feature variables in R? | Machine Learning Recipes,correlations,feature variables, r | |
| How to visualise regression analysis in R? | Machine Learning Recipes,visualise, regression, regression analysis in r,Python regression,visualise, regression, regression analysis in r,Regression examples,visualise, regression, regression analysis in r | |
| How to use auto encoder for unsupervised learning models? | Autoencoder,auto encoder, unsupervised learning models, pytorch,Machine Learning Recipes,auto encoder, unsupervised learning models, pytorch | |
| How to run a basic RNN model using Pytorch? | Machine Learning Recipes,run basic RNN, RNN, RNN model, Pytorch,Pytorch,run basic RNN, RNN, RNN model, Pytorch,Pytorch model,run basic RNN, RNN, RNN model, Pytorch | |
| How to save and reload a deep learning model in Pytorch? | Machine Learning Recipes,Pytorch, Deep Learning, save models,Pytorch,Pytorch, Deep Learning, save models,Pytorch model,Pytorch, Deep Learning, save models |
Stuck at work?
Can't find the recipe you are looking for. Let us know and we will find an expert to create the recipe for you.
Click here
Companies using Recipes
20
developers from
Tata Consultancy Services
14
developers from
Infosys
11
developers from
IBM
9
developers from
Accenture
9
developers from
Cognizant
7
developers from
Capgemini
6
developers from
Tech Mahindra
6
developers from
Wipro
6
developers from
Microsoft
4
developers from
HCL
Ready-to-use code
Release your projects faster by plugging-in one of our reusable code snippets.
|
Top industry experts
Learn and get hands-on experience with latest project solutions from industry experts.
|
Unlimited access
Stay updated with free access to new recipes being launched every week.
|