Rules for Naming the Variables List, Tuple, Set, Dictionary

"Introduction to Files and directories Introduction to the command prompt or terminal paths"

Text files Reading from a text file Opening a file using `with`

If, else if and else condition

For and While Loop

Machine Learning Libraries Numpy-Hands on

Pandas-Hands on

Learn how to explore, visualize, and extract insights from data

Data Visualization

Matplotlib-Hands on

Seaborn hands on

You need to think statistically and to speak the language of your data

Measures of Central Tendency

Measures of Dispersion

IQR Statistics-Hands-On

Classification, Regression, Fine-tuning your model

Supervised Learning

Unsupervised Learning

Linear Regression

Metrics in Linear Regression Hands-on in Linear Regression

Logistic Regression

Metrics in Logistic Regression

Hands-on in Logistic Regression

Linear regression

Metrics for Linear regression

Introduction to Data Preprocessing Standardizing Data

Exploratory Data Analysis Missing Values Outliers

Standardization Mnormalization Feature Scaling and Selection

Decision Tree

Bagging

"Boosting Random Forest"

Neural Network

“Use data science packages, analysis, visualization, create model, extract pure data etc”

Excel Functions

Conditional Formatting

Pivot tables

Dashboards

Basics of database schema

Importance SQL Clauses

SQL Joins

Introduction to Power BI desktop

ETL pipeline in Power BI

Calculating fields with DAX

Visualising data with reports

AI functionalities of Power BI