Python Installation - Metasys Bangladesh

Data Science With Python Mastery Python Installation

Data Science With Python Mastery

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Module 01 — Python ইন্সটল ও পরিবেশ তৈরি

Python Installation

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Module 02 — Python Basic — প্রথম পদক্ষেপ

Python Installation

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Module 03 — Anaconda ও Jupyter — স্মার্ট কোডিং পরিবেশ

Anaconda & Jupyter Installation

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Using google colab

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Module 04 — Expression ও Logic — চিন্তাকে কোডে রূপান্তর

Data Types & Variables

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Operators

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Functions

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Typecasting & Comments

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Review Concept

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Module 05 — Operator — গণনার সব হাতিয়ার

Type Conversion

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Expression & Statement

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Comparison Operators

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Logical expression & Logical operators

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Operator Precedence

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Module 06 — Conditional — প্রোগ্রামে সিদ্ধান্ত নেওয়া শেখো

If Statement

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A programming Problem

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Elif Statement

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Module 07 — Loop — একবার লেখো, বারবার চালাও

While Loop

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Programming Problem with while loop

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For loop & Range

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Module 08 — Function — Reusable কোডের শিল্প

Declaring a Function

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Local & Global Namespace

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A Programming Problem

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Keyword Argument and Default Parameter

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Module 09 — String — টেক্সট ডেটা সম্পূর্ণ নিয়ন্ত্রণ

String Indexing & Slicing

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Multiline Strings & Operators

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String Methods

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An Exercise Problem

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Module 10 — Tuple — অপরিবর্তনীয় ডেটার শক্তি

Data Structure

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List Indexing and slicing

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Mutability & Aliasing

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List Operators

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List Methods

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Nested List

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Module 11 — Dictionary — Key-Value দিয়ে স্মার্ট ডেটা সংরক্ষণ

How to declare a Tuple

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Indexing & Slicing & Immutability

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Tuple Operators

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Tuple Methods

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Tuple Usage

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Nested Tuple

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Module 12 — Object ও Class — Professional কোডিং এর জগৎ

Dictionary declaration & Indexing

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Mutability & Aliasing

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Dictionary Operators & Functions

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Dictionary Methods

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Nested Dictionary

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Module 13 — File Handling — ফাইলের সাথে কথা বলো

Class

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Objects & Class

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Creating Class

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Why do we need Class

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Module 14 — Miscellaneous — Python এর লুকানো কৌশল

Text & Binary Files

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Read, Writte & Create files

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Module 15 — Module — Python এর লাইব্রেরি জগৎ

Non type & del operators

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Escape sequence & F-string

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Stride & Assert

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Module 16 — NumPy পরিচয় — সংখ্যার রাজ্যে প্রবেশ (copy)

Important Modules & Print Module

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Copy Module

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Math Module

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OS Module

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OS Module & File Path

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Date time module

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Collection module

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Installing Third Party packages

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Module 17 — NumPy Array Operation — ডেটা নিয়ে কাজ

Numpy Introiduction & Array

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Data & Limitation

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Numpy Data Types

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Creating Array

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Array Attibutes

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Indexing & Slicing

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Module 18 — NumPy Array Manipulation — ডেটা রূপান্তর

Element wise arithmatic

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Conversion Methods

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Linear algebra operaton

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Numpy, Claculation Methods

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Module 19 — Practical Data Handling — বাস্তব ডেটা সামলাও

Copy & View

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Conversion Methos,

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Shape Manipulaton

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Numpy Element, Manipulation

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Vallue Manipulation and Array

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Module 20 — Pandas পরিচয় — Data Science এর মূল হাতিয়ার

Loading Data from Files

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Missing Value Handling

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Advance Indexing in Numpy

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Boolean Masking

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Multiple Condition & Manipulaton

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Module 21 — Pandas Data Munging — RAW ডেটাকে পরিষ্কার করো

Pandas Dataframe & Series

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Why Pandas

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Creating Datafrmaes

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Saving Dataframe

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Module 22 — Pandas Data Analysis — ডেটা দিয়ে গল্প বলো

Pandas Data Munging Introduction

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Reading Dataframe from files

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Dataframe Basic Attributes

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Basic Methods

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Data Selection

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Condiotional Section & Manipulation.

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Data type Conversion

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Missing Value Handling

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Mathmatical Operation

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Calculation Methods

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Saving Data Frame

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Data Munging Workflow.

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Module 23 — Matplotlib Basics — ডেটা চোখে দেখো

Dataset Introduction

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Method Chaining

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String Accessors

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Datetime Acceesors

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Index & Column Manipulation

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Sorting

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Adding & Drpping Data

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Groupby & Aggregate

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Merge & Join Part-1

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Merge & Join Part-2

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Plotting Using Pandas

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Module 24 — Matplotlib Plotting Types — সেরা Chart বেছে নাও

Introduction to Matplotlib

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Matplotlib Figure Anatomy

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Basic line plots & Components

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Matplotlib GUI:

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Format String

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Adjusting Color

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Module 25 — 🧠 Genius Method & Final Projects — এগিয়ে থাকার গোপন কৌশল

Plotting Types Overview

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Line plot

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Scatter Plot

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Area flot

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Bar Plot

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Varience of Bar plot

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Histogram

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Pie Chart

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Bonus Resource 1-200 Solved Problem In Python

200 Unique Problem Soving Collection

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Bonus Resource 2- Advanced Big Data Analytics Resources

Advanced Big Data Analytics Resources

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Big Data Analytics with Apache spark & Python

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Big Data & Applications

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Bonus Resource 3- Advance Deep Learning Resources

Advance Deep Learning Resources

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Bonus Resources 4- Artificial Intelligence Sagments

Artificial Intelligence Sagments

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Bonus Resources 5- Assignment, Test & Answers from Prestigious Universities-Financial Risk Modeling

Assignment, Test & Answers from Prestigious Universities-Financial Risk Modeling

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Bonus Resources 6- Business Intelligence Sagment

Business Intelligence Sagment

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Authentic Meterial 1- Champion Data Science CheatSheets

Champion Data Science CheatSheets

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Powerfull Resource Collection from Data Scientist

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Authentic Meterial 2- Ethical Robot & Eurocom

Authentic Meterial 3- Winning Data Engineering Management Templates

Winning Data Engineering Management Templates

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Authentic Meterial 4- Genius Examples of Master Thesis

Genius Examples of Master Thesis

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Announcements Reviews Live Classes Gradebook Certificate Course Info

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Data Science With Python Mastery Python Installation

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