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Commit c2ce93f

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Create study_plan.md
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‎DataScience/study_plan.md

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Statistics
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T test
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Z test
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ANOVA
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Chi Square
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Correlation
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Covariance
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Hypothesis Testing
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Classic ML
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Linear Regression
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Logistic Regression
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Regulazisation (Rigde and Lasso)
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Cost Functions
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Decision Tree
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Random Forest
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Ensemble Learning
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Bagging and Boosting
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XGBoost
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LightGBM
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Hyperparamter Tuning
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Grid Search
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Random Search
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HyperOpt
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Feature Selection - PCA
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Normmaliztion
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Imbalance Dataaet
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Imputing Missing data
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Handling Outliers
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Cross Validation
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Clustering
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K-Means clsutering
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KNN
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Principal Component Analysis
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Perfromance Measures
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R-square
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Adjusted R-square
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Mean Square Error
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Root Mean Square Error
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MAPE
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Mean Absolute Error
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Recall
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Precision
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Accuracy
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F1-Score
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ROC-AUC
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Confusion Matrix
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Type1 Error
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Type2 Error
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True Positive Rate
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False Positive Rate
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Adavnced ML
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CNN
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RCNN
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LSTM
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Transfromers
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BERT
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Time Series
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Trend
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Seasonality
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Irregualrity
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Cyclicity
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Stationality
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ADF
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Making data stationary
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White Noise
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Holt Winters
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FB-Prophet
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Drift Detection
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Type of drifts
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KS Test
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KL Divergence
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Wassertein distance
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ADWIN
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NLP
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Stemming
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Lemmatization
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TF-IDF
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Word2Vec
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Bag of Words models
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Spacy
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MLOPS
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MLFlow
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Model Registry
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Data Versioning
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Artifacts
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