Data Analytics Tools and Python - BFI School

Data Analytics Tools and Python - BFI School

Python for Financial Analysis Data Analytics Tools and Python

Python for Financial Analysis

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Introduction to Python

Course Structure

Video - 00:00:35 mins

Data Analytics- The Application

Video - 00:6:28 mins

Data Analytics Tools and Python

Video - 00:5:09 mins

Video - 00:6:38 mins

Variables and Data Types

Using Replit for Coding

Video - 00:8:01 mins

Understanding Variables

Video - 00:8:01 mins

Variable Types (String)

Video - 00:3:48 mins

Variable Types (Integers)

Video - 00:3:48 mins

Variable Type (Float)

Video - 00:3:16 mins

Variable Type (Boolean)

Video - 00:4:56 mins

Input Function and String Concatenation

Input Functions

Video - 00:5:16 mins

String Concatenation

Video - 00:5:51 mins

Converting Data Types

Video - 00:8:45 mins

Input Function Return Type

Video - 00:1:58 mins

Video - 00:1:31 mins

Task 1 (Solution)

Video - 00:7:43 mins

Python Operators

Arithmetic Operator

Video - 00:4:59 mins

Order of Operation

Video - 00:7:52 mins

Comparison Operators

Video - 00:5:41 mins

Logical Operators

Video - 00:4:54 mins

Conditional Statements

Conditional Statement

Video - 00:6:24 mins

Conditional Statement - Exercise

Video - 00:8:27 mins

Conditional Statement 2

Video - 00:8:38 mins

Conditional Statement 3

Video - 00:6:46 mins

Functions

Video - 00:2:34 mins

Functions with Parameters

Video - 00:5:12 mins

Positional and Keyword Argument

Video - 00:4:59 mins

Optional Parameters

Video - 00:7:26 mins

Return Functions

Video - 00:4:54 mins

Lesson Exercise

Video - 00:1:05 mins

Function Exercise Solution

Video - 00:2:14 mins

Lists

Video - 00:4:30 mins

Adding Items to a List

Video - 00:5:04 mins

Removing Items from List

Video - 00:5:57 mins

Video - 00:7:56 mins

List Mutability

Video - 00:4:26 mins

Video - 00:1:01 mins

List Exercise Solution

Video - 00:1:50 mins

Dictionary and Tuples

Video - 00:3:59 mins

Adding and Deleting from Dictionary

Video - 00:4:48 mins

Nesting of Dictionary

Video - 00:5:02 mins

Dictionary Mutability

Video - 00:2:19 mins

Dictionary Exercise

Video - 00:1:09 mins

Dictionary Exercise (Solution)

Video - 00:3:03 mins

Video - 00:2:57 mins

Tuples Immutability

Video - 00:3:42 mins

Video - 00:3:21 mins

Loops

Video - 00:11:27 mins

Video - 00:11:50 mins

More on For Loop

Video - 00:9:09 mins

Module Vs. Package

Video - 00:10:45 mins

Video - 00:10:58 mins

Video - 00:13:50 mins

Anaconda Installation and Numpy

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Video - 00:00:00 mins

Anaconda Installation

Video - 00:17:22 mins

Alternate Installation

Video - 00:5:39 mins

Video - 00:8:16 mins

Video - 00:9:04 mins

Video - 00:13:28 mins

Video - 00:1:12 mins

Numpy Exercise - Solution

Video - 00:7:45 mins

Pandas

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Video - 00:8:01 mins

Pandas DataFrame

Video - 00:14:14 mins

Pandas Exercise

Video - 00:00:39 mins

Pandas Exercise - Solution

Video - 00:6:33 mins

NaN Values and Groupby

Video - 00:8:41 mins

Combining DataFrame

Video - 00:7:59 mins

Pandas Methods and Pivot Tables

Video - 00:17:33 mins

Video - 00:17:52 mins

Time Series Exercise

Video - 00:1:00 mins

Time Series Exercise - Solution

Video - 00:5:31 mins

Video - 00:13:49 mins

Pandas Exercise

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Pandas Exercise

Video - 00:1:35 mins

Pandas Exercise - Solution

Video - 00:11:24 mins

Matplotlib

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Video - 00:21:02 mins

Matplotlib - Introduction

Video - 00:22:25 mins

Matplotlib Exercise

Video - 00:1:05 mins

Matplotlib Exercise - Solution

Video - 00:17:01 mins

Seaborn

Seaborn Relationship Plot

Video - 00:9:58 mins

Seaborn Distribution Plot

Video - 00:20:21 mins

Seaborn Categorical Plot

Video - 00:9:54 mins

Seaborn Regression Plot

Video - 00:2:33 mins

Seaborn Multi-Plot Grid

Video - 00:15:10 mins

Seaborn Figure Theming

Video - 00:7:00 mins

Seaborn Color Palette

Video - 00:8:32 mins

Seaborn Matrix Plot

Video - 00:10:39 mins

Seaborn exercise

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Seaborn Exercise

Video - 00:1:05 mins

Seaborn Exercise - Solution

Video - 00:8:31 mins

Plotting with Pandas

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Plotting with Pandas

Video - 00:6:35 mins

Plotting with Pandas Exercise

Video - 00:00:53 mins

Plotting with Pandas Exercise - Solution

Video - 00:4:47 mins

Plotly Express

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Video - 00:15:49 mins

Plotly Express Exercise

Video - 00:00:29 mins

Plotly Express Exercise - Solution

Video - 00:4:47 mins

Financial Theory

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Time Value of Money

Video - 00:10:57 mins

Financial Statement Analysis

Video - 00:19:39 mins

Portfolio Theory

Video - 00:32:11 mins

Asset Pricing Models

Video - 00:3:34 mins

CAPSTONE PROJECT

Portfolio Analysis & Optimization with Python

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