CS Knowledge Base

Name		Name	Last commit message	Last commit date
Latest commit History 213 Commits
data		data
movielens_data		movielens_data
03_Numpy_Notebook.ipynb		03_Numpy_Notebook.ipynb
05a_Matplotlib_Notebook.ipynb		05a_Matplotlib_Notebook.ipynb
05b_Exploring Indicator's Across Countries.ipynb		05b_Exploring Indicator's Across Countries.ipynb
05c_Folium_Notebook.ipynb		05c_Folium_Notebook.ipynb
20070103-^NSEI.csv		20070103-^NSEI.csv
A Simple Classification.ipynb		A Simple Classification.ipynb
Ad Demand Forecast Avito.ipynb		Ad Demand Forecast Avito.ipynb
Airbnb Listing Toronto.ipynb		Airbnb Listing Toronto.ipynb
Airbnb New User Bookings.ipynb		Airbnb New User Bookings.ipynb
Airbnb New User Bookings_2.ipynb		Airbnb New User Bookings_2.ipynb
Anes_2019.ipynb		Anes_2019.ipynb
Anes_2020.ipynb		Anes_2020.ipynb
Anomaly_Detection_for_Dummies.ipynb		Anomaly_Detection_for_Dummies.ipynb
Applying 10 Time Series Forecasting models with O2 data.ipynb		Applying 10 Time Series Forecasting models with O2 data.ipynb
Articles Rec System Implicit.ipynb		Articles Rec System Implicit.ipynb
Autoencoder for Customer Churn.ipynb		Autoencoder for Customer Churn.ipynb
BOW_TFIDF_Xgboost_update.ipynb		BOW_TFIDF_Xgboost_update.ipynb
BPR_Music_RecSys.ipynb		BPR_Music_RecSys.ipynb
BPR_movie_RecSys_TF.ipynb		BPR_movie_RecSys_TF.ipynb
Bayesian Learn to Rank Implicit RecSys.ipynb		Bayesian Learn to Rank Implicit RecSys.ipynb
Bayesian Logistic Regression_bank marketing.ipynb		Bayesian Logistic Regression_bank marketing.ipynb
Bayesian Modeling Customer Support Response time.ipynb		Bayesian Modeling Customer Support Response time.ipynb
Bayesian Statistics Python_PyMC3_ArviZ.ipynb		Bayesian Statistics Python_PyMC3_ArviZ.ipynb
Bayesian price Mercari with PyStan.ipynb		Bayesian price Mercari with PyStan.ipynb
Build Recommender System in an Hour - Part 2.ipynb		Build Recommender System in an Hour - Part 2.ipynb
Building Recommender System with Surprise.ipynb		Building Recommender System with Surprise.ipynb
CLV_Hopper.ipynb		CLV_Hopper.ipynb
CLV_Non_Contractual.ipynb		CLV_Non_Contractual.ipynb
CLV_Online_Retail.ipynb		CLV_Online_Retail.ipynb
Calculating distance from POI to airports .ipynb		Calculating distance from POI to airports .ipynb
Classic LogReg model_update.ipynb		Classic LogReg model_update.ipynb
Classifier Visualization.ipynb		Classifier Visualization.ipynb
Click-Through Rate Prediction.ipynb		Click-Through Rate Prediction.ipynb
Clustering Hotels with DBSCAN, k-means & Douglas-Peucker.ipynb		Clustering Hotels with DBSCAN, k-means & Douglas-Peucker.ipynb
Clustering Loyalty members.ipynb		Clustering Loyalty members.ipynb
Collaborative Filtering Model with TensorFlow.ipynb		Collaborative Filtering Model with TensorFlow.ipynb
Collaborative Filtering RecSys with Implicit Data_Hotel booking.ipynb		Collaborative Filtering RecSys with Implicit Data_Hotel booking.ipynb
Compare Vaccines Effectiveness.ipynb		Compare Vaccines Effectiveness.ipynb
Consumer_complaints.ipynb		Consumer_complaints.ipynb
Customer_Segmentation_Online_Retail.ipynb		Customer_Segmentation_Online_Retail.ipynb
Customer_Segmentation_Whosale.ipynb		Customer_Segmentation_Whosale.ipynb
Ease_of_Business.ipynb		Ease_of_Business.ipynb
Employee_Turnover.ipynb		Employee_Turnover.ipynb
European Soccer Regression Analysis using scikit-learn.ipynb		European Soccer Regression Analysis using scikit-learn.ipynb
Evaluation.ipynb		Evaluation.ipynb
FSA Matcher.ipynb		FSA Matcher.ipynb
G7 Countries Real Residential Property Prices.ipynb		G7 Countries Real Residential Property Prices.ipynb
Granger Causality Test.ipynb		Granger Causality Test.ipynb
H2O Higgs Boson.ipynb		H2O Higgs Boson.ipynb
HR.csv		HR.csv
Hotel Optimize Click-through.ipynb		Hotel Optimize Click-through.ipynb
Hotel recommendation.ipynb		Hotel recommendation.ipynb
Introduction to Data Science in Python - Soccer Data Analysis.ipynb		Introduction to Data Science in Python - Soccer Data Analysis.ipynb
Introduction to Pandas.ipynb		Introduction to Pandas.ipynb
LDA.ipynb		LDA.ipynb
LSTM Time Series Power Consumption.ipynb		LSTM Time Series Power Consumption.ipynb
Logistic Regression balanced.ipynb		Logistic Regression balanced.ipynb
Logistic Regression in Python - Step by Step.ipynb		Logistic Regression in Python - Step by Step.ipynb
Machine Learning for Diabetes.ipynb		Machine Learning for Diabetes.ipynb
Mercari Price Suggestion Lightgbm.ipynb		Mercari Price Suggestion Lightgbm.ipynb
Modeling House Price with Regularized Linear Model & Xgboost.ipynb		Modeling House Price with Regularized Linear Model & Xgboost.ipynb
Movielens Recommender Metrics.ipynb		Movielens Recommender Metrics.ipynb
Multi label text classification.ipynb		Multi label text classification.ipynb
Multilevel regression with post-stratification_election2020.ipynb		Multilevel regression with post-stratification_election2020.ipynb
Multiple Linear Regression.ipynb		Multiple Linear Regression.ipynb
NYC taxi fare.ipynb		NYC taxi fare.ipynb
Natural Language Processing of Movie Reviews using nltk .ipynb		Natural Language Processing of Movie Reviews using nltk .ipynb
Ocean Sea Breeze EDA and Time Series forecast for Occupancy.ipynb		Ocean Sea Breeze EDA and Time Series forecast for Occupancy.ipynb
Ocean Two EDA and time series forecast 2016-01-01 to 2019-08-04.ipynb		Ocean Two EDA and time series forecast 2016-01-01 to 2019-08-04.ipynb
Ocean Two Time series Gaussian Process Regression.ipynb		Ocean Two Time series Gaussian Process Regression.ipynb
Outbreaks_Headlines.ipynb		Outbreaks_Headlines.ipynb
PC Purchasing Profile.ipynb		PC Purchasing Profile.ipynb
Points Model Exercise Part 3 Member behavioral segments_Susan Li.ipynb		Points Model Exercise Part 3 Member behavioral segments_Susan Li.ipynb
Points Modelling Exercise Part 1 Email Targeting List_Susan Li.ipynb		Points Modelling Exercise Part 1 Email Targeting List_Susan Li.ipynb
Polo Towers OCC & ADR & Rental RevPar & Time Series.ipynb		Polo Towers OCC & ADR & Rental RevPar & Time Series.ipynb
Polo Towers Prophet .ipynb		Polo Towers Prophet .ipynb
Practical Statistics House Python_update.ipynb		Practical Statistics House Python_update.ipynb
Predict hotel booking.ipynb		Predict hotel booking.ipynb
Predict_Bay_Area_Home_Price.ipynb		Predict_Bay_Area_Home_Price.ipynb
Price Elasticity of Demand.ipynb		Price Elasticity of Demand.ipynb
Promotional Time Series .ipynb		Promotional Time Series .ipynb
Propensity Modeling for Email Marketing Campaign.ipynb		Propensity Modeling for Email Marketing Campaign.ipynb
PySpark_Basic_DataFrame_Operations.ipynb		PySpark_Basic_DataFrame_Operations.ipynb
Pysurvival.ipynb		Pysurvival.ipynb
Quantile Regression.ipynb		Quantile Regression.ipynb
README.md		README.md
Recommender Systems - The Fundamentals.ipynb		Recommender Systems - The Fundamentals.ipynb
Recursive least squares.ipynb		Recursive least squares.ipynb
Regression Diagnostics.ipynb		Regression Diagnostics.ipynb
Regression Plots.ipynb		Regression Plots.ipynb
SF_Crime_Text_Classification_PySpark.ipynb		SF_Crime_Text_Classification_PySpark.ipynb
Scikit-Survival.ipynb		Scikit-Survival.ipynb
Seattle Hotels Recommender.ipynb		Seattle Hotels Recommender.ipynb
Seattle_Hotels.csv		Seattle_Hotels.csv
Sentence Classification & Hotel Recommender.ipynb		Sentence Classification & Hotel Recommender.ipynb
Simple Linear Regression.ipynb		Simple Linear Regression.ipynb
Softmax function.ipynb		Softmax function.ipynb
Solving A Simple Classification Problem with Python.ipynb		Solving A Simple Classification Problem with Python.ipynb

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Machine-Learning-with-Python

Python codes for common Machine Learning Algorithms

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Python code for common Machine Learning Algorithms

random-forest svm linear-regression naive-bayes-classifier pca logistic-regression decision-trees lda polynomial-regression kmeans-clustering hierarchical-clustering svr knn-classification xgboost-algorithm

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