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137 files changed
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lines changed- 1 Mathematics and Python/Lectures notebooks/13 bonus video
- 2 Supervised learning/Homework
- 2 linear regression and stochastic gradient descent
- 3 linear regression and overfitting and regularization
- 5 data preparation and logistic regression
- 3 Unsupervised learning
- Homework
- 1 banners placing
- 2 principal component analysis (PCA)
- 5 text themes postnauka BigARTM
- Lectures notebooks
- 3 gensim library
- 4 BigARTM library
- 4 Stats for data analysis
- Homework
- 1 test mean conf int
- 10 test multiple hypothesis testing
- 11 test regression
- 4 test hypothesis testing
- 5 test student tests
- 6 test parametric tests
- 7 test non-parametric tests
- 8 test correlation
- 9 test correlation analysis
- Lectures notebooks
- 10 non-parametric tests rel
- 11 non-parametric tests rel ind
- 12 correlation
- 13 multiple hypothesis testing
- 14 regression
- 4 bootstrap intervals
- 6 hi2 test
- 7 student tests
- 5 Data analysis applications
- Homework
- 1 test autocorrelation and stationarity
- 2 project wage forecast for Russia
- Salary
- wage_forecast_solomkin
- 4 project text analysis/smsspamcollection
- Lectures notebooks/1 wine sales time series
- 6 Data analysis project/1 Internet users pattern mining
- Dataset/capstone_user_identification
- Week 2 Analysis hypotheses
- Week 3 Visual analysis and fe
- Week 4 Comparison of classification algorithms
- Week 5 SGD and Kaggle
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