Perfect Guide to Know to Become Data Scientist.md

Perfect Guide to Know to Become Data Scientist

Statistics

1. Random Variables
2. Statistical Distributions
3. Probability theory ( Calculating MGF, CGF, Mean, Median, Mode, Variance Maximum likelihood Expectation, Central limit theorems, ANOVA )
4. Fitting of a distribution
5. Sampling
6. Testing of a hypothesis
7. Bayesian Modeling
8. Regression and Time Series

Programming

1. Intermediate Python for Data Science
2. Importing Data in Python
3. Pandas Foundation
4. Databases in Python
5. Manipulating DataFrames with pandas
6. Data Visualization with Python
7. NumPy, Scikit learn and Model Evaluation
8. Data Visualization with Bokeh
9. Merging DataFrames with pandas

‘Must know’ ML algorithms.

1. Naïve Bayes
2. Classifier Algorithm
3. K Means Clustering Algorithm
4. Support Vector Machine Algorithm
5. Apriori Algorithm
6. Linear Regression
7. Logistic Regression
8. Artificial Neural Networks
9. Random Forests
10. Decision Trees
11. Nearest Neighbour
12. SVM