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lines changed- 1 Mathematics and Python
- Homework
- 1 linear algebra and texts similarity and function approximation/.ipynb_checkpoints
- 2 optimization in python/.ipynb_checkpoints
- 3 central limit theorem/.ipynb_checkpoints
- Lectures
- Lectures notebooks/2 types in Python/.ipynb_checkpoints
- 2 Supervised learning
- Homework
- 1 linear regression and main data analysis libraries/.ipynb_checkpoints
- 10 1nn vs random forest/.ipynb_checkpoints
- 2 linear regression and stochastic gradient descent/.ipynb_checkpoints
- 3 linear regression and overfitting and regularization/.ipynb_checkpoints
- 4 metriks in sklearn/.ipynb_checkpoints
- 5 data preparation and logistic regression/.ipynb_checkpoints
- 6 bagging and random forest/.ipynb_checkpoints
- 7 gradient boosting/.ipynb_checkpoints
- 8 neural networks/.ipynb_checkpoints
- 9 choosing distribution family in naive bayes/.ipynb_checkpoints
- Lectures
- Slides
- 3 Unsupervised learning
- Homework
- 1 banners placing/.ipynb_checkpoints
- 2 principal component analysis (PCA)/.ipynb_checkpoints
- 3 data visualizaton/.ipynb_checkpoints
- 4 text themes/.ipynb_checkpoints
- 5 text themes postnauka BigARTM/.ipynb_checkpoints
- Lectures
- Slides
- 4 Stats for data analysis
- Homework
- 1 test mean conf int/.ipynb_checkpoints
- 10 test multiple hypothesis testing/.ipynb_checkpoints
- 11 test regression/.ipynb_checkpoints
- 12 project credit scoring/.ipynb_checkpoints
- 13 project churn analysis/.ipynb_checkpoints
- 14 test AB browser test/.ipynb_checkpoints
- 15 project genom cancer/.ipynb_checkpoints
- 2 test proportions conf int/.ipynb_checkpoints
- 3 test bootstrap conf int/.ipynb_checkpoints
- 4 test hypothesis testing/.ipynb_checkpoints
- 5 test student tests/.ipynb_checkpoints
- 6 test parametric tests/.ipynb_checkpoints
- 7 test non-parametric tests/.ipynb_checkpoints
- 8 test correlation/.ipynb_checkpoints
- 9 test correlation analysis/.ipynb_checkpoints
- Lectures
- Slides/Lekcii-4 kurs.Postroenie_vyvodov_po_dannym
- 5 Data analysis applications
- Homework
- 1 test autocorrelation and stationarity/.ipynb_checkpoints
- 2 project wage forecast for Russia/.ipynb_checkpoints
- 3 project computer vision/.ipynb_checkpoints
- 4 project text analysis/.ipynb_checkpoints
- 5 project recommender systems/.ipynb_checkpoints
- Lectures
- 1-1. Prognozirovanie vremennyh ryadov
- 1-2. Analiz povedeniya pol'zovatelej
- 2-1. Komp'yuternoe zrenie
- 2-2. Nejronnye seti dlya analiza izobrazhenij
- 2-3. Prakticheskie zadachi komp'yuternogo zreniya
- 3-1. Tekstovye dannye i rabota s nimi
- 3-2. Prodvinutye metody analiza tekstov
- 3-3. Primery zadach analiza tekstov
- 4-1. Ranzhirovanie
- 4-2. Rekomendatel'nye sistemy
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