Data Science: 10+2 Data Science Methods that Every Data Scientist Should Know March 15, 2017
Posted by OromianEconomist in 10 best Youtube videos.Tags: 10 best youtube videos, Data Science, Statistics
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12 Statistical and Machine Learning Methods that Every Data Scientist Should Know
- Statistical Hypothesis Testing (t-test, chi-squared test & ANOVA)
- Multiple Regression (Linear Models)
- General Linear Models (GLM: Logistic Regression, Poisson Regression)
- Random Forest
- Xgboost (eXtreme Gradient Boosted Trees)
- Deep Learning
- Bayesian Modeling with MCMC
- word2vec
- K-means Clustering
- Graph Theory & Network Analysis
- (A1) Latent Dirichlet Allocation & Topic Modeling
- (A2) Factorization (SVD, NMF)
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