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Data Science
Introduction for Data Science
What is Data
What is Data Science
What does a Data Scientist do?
Major roles in Data science field
Scopes and salaries
Python
Introduction to python
IDE
IDLE and jupyter
CLI/GUI
Input/Output
Conditional Statements
Loops
2-dimension loops
Arrays
List
Set
Tuple
Dictionary
Files
Exception Handling
Sorting algo
Searching algo
Data Structures and Analysis
Database Managements
Numpy
Pandas
Statistics Essesntials For Data Science
Descriptive Stats
Measure of central tendency
Measure of dispersion
basically summerising the data
Histogram, pdf, cdf
Probability, paramutation, mean, medium, mode.
variance, standard deviation
Gaussian distribution
Log normal
Binomial
Bernoulli's distribution
Power low
Standard normal
Transformation and Standardization
Q-Q plot
Inferantial Stats
z test
t test
f test
chi-square test
Hypothesis testing {p values}
Confidence Intervals
Business Analytics with Excel
Data collections
Graph methods
Co-linearity between variables
Business needs and analysis
Growth and Losses
Decision making
Machine Learning
What is machine learning
What is data set
Supervised learning
Regression and its types
Linear Regression
MultiLinear Regression
Logistic Regression
K-NN Classifiers
Naive bayes
SVM
DecisionTree