From 52f17ac4571e362ec185c2c2d9bdaecb4721d345 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Doruk=20=C3=87etin?= Date: Wed, 25 Sep 2019 02:46:47 +0200 Subject: [PATCH] Add digital tex/docx cheatsheets --- README.md | 6 + cheatsheets/aml-cheatsheet.pdf | Bin 0 -> 174809 bytes cheatsheets/cil-cheatsheet.pdf | Bin 0 -> 219945 bytes cheatsheets/mlhc-cheatsheet.pdf | Bin 0 -> 196301 bytes cheatsheets/pai-cheatsheet.pdf | Bin 0 -> 858933 bytes .../Advanced Machine Learning.pdf | Bin .../Computational Intelligence Lab.pdf | Bin .../Computer Vision.pdf | Bin .../Machine Learning for Health Care.pdf | Bin .../Machine Perception.pdf | Bin .../Natural Language Understanding.pdf | Bin .../Probabilistic Artificial Intelligence.pdf | Bin .../Statistical Learning Theory.pdf | Bin .../word-embeddings.pdf | Bin src/aml-cheatsheet/0Basics.tex | 51 +++ src/aml-cheatsheet/10NeuralNet.tex | 9 + src/aml-cheatsheet/10TimeSeries.tex | 53 +++ src/aml-cheatsheet/1Regression.tex | 92 +++++ src/aml-cheatsheet/2Bayes.tex | 13 + src/aml-cheatsheet/2GaussianProcess.tex | 102 ++++++ .../3NumericalEstimatesMethods.tex | 23 ++ src/aml-cheatsheet/4Classification.tex | 36 ++ .../5DesignLinearDiscriminant.tex | 16 + src/aml-cheatsheet/6SupportVectorMachine.tex | 61 ++++ src/aml-cheatsheet/7NonLinearSVM.tex | 10 + src/aml-cheatsheet/8Ensemble.tex | 36 ++ src/aml-cheatsheet/8Unsupervised.tex | 19 + src/aml-cheatsheet/9MixtureModel.tex | 58 ++++ src/aml-cheatsheet/Main.tex | 325 ++++++++++++++++++ src/cil-cheatsheet/DataClusteringMixture.tex | 51 +++ .../DeepUnsuperviseLearning.tex | 8 + src/cil-cheatsheet/DictionaryLearning.tex | 8 + src/cil-cheatsheet/Essentials.tex | 88 +++++ src/cil-cheatsheet/GaussianMixtureModel.tex | 38 ++ src/cil-cheatsheet/KMeans.tex | 9 + src/cil-cheatsheet/NMF.tex | 39 +++ src/cil-cheatsheet/NeuralNetworks.tex | 22 ++ src/cil-cheatsheet/PCA.tex | 31 ++ src/cil-cheatsheet/Reconstruction.tex | 40 +++ src/cil-cheatsheet/RobustPCA.tex | 22 ++ src/cil-cheatsheet/SVD.tex | 21 ++ src/cil-cheatsheet/SparseCoding.tex | 43 +++ src/cil-cheatsheet/WordEmbedding.tex | 17 + src/cil-cheatsheet/main.tex | 87 +++++ src/mlhc-cheatsheet.tex | 209 +++++++++++ src/pai-cheatsheet.docx | Bin 0 -> 213832 bytes 46 files changed, 1643 insertions(+) create mode 100644 cheatsheets/aml-cheatsheet.pdf create mode 100644 cheatsheets/cil-cheatsheet.pdf create mode 100644 cheatsheets/mlhc-cheatsheet.pdf create mode 100644 cheatsheets/pai-cheatsheet.pdf rename Advanced Machine Learning.pdf => notes/Advanced Machine Learning.pdf (100%) rename Computational Intelligence Lab.pdf => notes/Computational Intelligence Lab.pdf (100%) rename Computer Vision.pdf => notes/Computer Vision.pdf (100%) rename Machine Learning for Health Care.pdf => notes/Machine Learning for Health Care.pdf (100%) rename Machine Perception.pdf => notes/Machine Perception.pdf (100%) rename Natural Language Understanding.pdf => notes/Natural Language Understanding.pdf (100%) rename Probabilistic Artificial Intelligence.pdf => notes/Probabilistic Artificial Intelligence.pdf (100%) rename Statistical Learning Theory.pdf => notes/Statistical Learning Theory.pdf (100%) rename word-embeddings.pdf => notes/word-embeddings.pdf (100%) create mode 100644 src/aml-cheatsheet/0Basics.tex create mode 100644 src/aml-cheatsheet/10NeuralNet.tex create mode 100644 src/aml-cheatsheet/10TimeSeries.tex create mode 100644 src/aml-cheatsheet/1Regression.tex create mode 100644 src/aml-cheatsheet/2Bayes.tex create mode 100644 src/aml-cheatsheet/2GaussianProcess.tex create mode 100644 src/aml-cheatsheet/3NumericalEstimatesMethods.tex create mode 100644 src/aml-cheatsheet/4Classification.tex create mode 100644 src/aml-cheatsheet/5DesignLinearDiscriminant.tex create mode 100644 src/aml-cheatsheet/6SupportVectorMachine.tex create mode 100644 src/aml-cheatsheet/7NonLinearSVM.tex create mode 100644 src/aml-cheatsheet/8Ensemble.tex create mode 100644 src/aml-cheatsheet/8Unsupervised.tex create mode 100644 src/aml-cheatsheet/9MixtureModel.tex create mode 100644 src/aml-cheatsheet/Main.tex create mode 100644 src/cil-cheatsheet/DataClusteringMixture.tex create mode 100644 src/cil-cheatsheet/DeepUnsuperviseLearning.tex create mode 100644 src/cil-cheatsheet/DictionaryLearning.tex create mode 100644 src/cil-cheatsheet/Essentials.tex create mode 100644 src/cil-cheatsheet/GaussianMixtureModel.tex create mode 100644 src/cil-cheatsheet/KMeans.tex create mode 100644 src/cil-cheatsheet/NMF.tex create mode 100644 src/cil-cheatsheet/NeuralNetworks.tex create mode 100644 src/cil-cheatsheet/PCA.tex create mode 100644 src/cil-cheatsheet/Reconstruction.tex create mode 100644 src/cil-cheatsheet/RobustPCA.tex create mode 100644 src/cil-cheatsheet/SVD.tex create mode 100644 src/cil-cheatsheet/SparseCoding.tex create mode 100644 src/cil-cheatsheet/WordEmbedding.tex create mode 100644 src/cil-cheatsheet/main.tex create mode 100644 src/mlhc-cheatsheet.tex create mode 100644 src/pai-cheatsheet.docx diff --git a/README.md b/README.md index 8225183..c060760 100644 --- a/README.md +++ b/README.md @@ -5,3 +5,9 @@ These are a portion of the notes I kept for the lectures in my Master's in ETH Z Notes are by no means intended to be complete or comprehensive. If you see some gaps or omitted details it is possibly because either I find the topic very general or I did not really understand it at all. Me being lazy to format it could be another possible reason. That said, I welcome any suggestions on additional content. Similarly, there could be mistakes in the notes either because I copied and pasted parts from various sources or that I misunderstood the content. Please send me a pull request or an e-mail if I have a typo or any kind of misinformation in the notes. + +Cheatsheets that were based on someone else's original work are as follows: + +- AML cheatsheet adapted from [here](https://github.com/plokchen/eth-ml-exam-summary). +- CIL cheatsheet adapted from [here](https://github.com/tyxeron/eth-cil-exam-summary), which in turn is a fork of [this](https://github.com/groggi/eth-cil-exam-summary). +- PAI cheatsheet adapted from [this](https://legacy.amiv.ethz.ch/system/files/studiumsunterlagen/pai_zfg_final.docx) in [here](https://legacy.amiv.ethz.ch/studium/unterlagen/132). \ No newline at end of file diff --git a/cheatsheets/aml-cheatsheet.pdf b/cheatsheets/aml-cheatsheet.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ad045db61bf1002329ce5560121f5919baeca3d4 GIT binary patch literal 174809 zcmd?PW0WUB_vcx*-Nj$owr$&Xmu=g&ZQE5{>auOy_V%;?nc3OdJ^OO^#pXGgkvB8= 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