Projects related to Data science

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Second Data Science Projects

Power Bi Data Science Projects

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Python programming with best notes with code

Python, a high-level programming language, was created by Guido van Rossum and first released in 1991. Its development was influenced by various programming languages, including ABC, Modula-3, C, C++, and others. Here's a brief history of Python:

Numpy notes with full details

NumPy is a fundamental package for scientific computing in Python. It provides support for large, multi-dimensional arrays and matrices, along with a collection of mathematical functions to operate on these arrays efficiently. NumPy is widely used in fields such as mathematics, statistics, engineering, physics, and data science.

Pandas whole notes with full stategy with process.

Pandas is a powerful open-source data analysis and manipulation library for Python. It provides easy-to-use data structures and functions designed to work with structured or tabular data, making it an essential tool for data wrangling, exploration, and analysis in Python.

Data visulization

Descriputive Statics concepts

Probability distribution Concepts

Hypothesis Testing Concepts

Linear Algebra

Gradient Decent Concepts

Regression Anlysis Concepts

Feature selection Concepts

Regularization Concepts

K Nearest Neighbors Concepts

Model Evaluation & Selection

Naive Bayas Concepts

Logistic Regression Concepts

Support Vecator Machine (S V M) Concepts

Feature Engineering Concepts

Decision Tree Concepts