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دانلود کتاب Artificial Intelligence in Finance

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Artificial Intelligence in Finance

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Artificial Intelligence in Finance

ویرایش:  
نویسندگان:   
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ناشر:  
سال نشر: 2020 
تعداد صفحات: 490 
زبان: English 
فرمت فایل : PDF (درصورت درخواست کاربر به PDF، EPUB یا AZW3 تبدیل می شود) 
حجم فایل: 7 مگابایت 

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فهرست مطالب

ARTIFICIAL INTELLIGENCE IN FINANCE
STOCK MARKET INVESTING FOR BEGINNERS
Introduction
1.The ABC of Stock Market
	What Is The Stock Market?
	Who Integrates It?
	Role of the Stock Exchange
	How Does The Stock Market Work?
	Can I Invest In The Stock Market From Home?
	Invest in the stock market: What platform to use?
	How much money do I have to invest in the stock market?
	Can I start investing in a stock simulator?
2.The Mechanics of Owning, Buying and Selling Stocks
	Buy Shares to Become A Shareholder
		Buy and sell stocks with online brokers
		Purchase and sale orders for shares
		When is it a good idea to sell the shares on the stock exchange?
		How long do you have to hold stocks in a short-term strategy?
		How long do you have to keep stocks in a long-term strategy?
		When should the shares be resold?
		What shares can be purchased or sold online?
		What stocks to invest in?
3.Who is a Broker & How to Choose One
	Stockbroker: What is it?
		Stockbroker: Functions
		Characteristics of a Stockbroker
		How to choose the right stockbroker?
	A Background Check Is a Must
		Interviewing multiple runners is a must.
		Check out these red flags.
		Do your homework with references.
4.How to Assess Risk and Volatility
	Individual risk assessment
	Systematic risk assessment
	Standard Deviation
	Beta
	Value at risk
	Conditional Value at risk
	What is Volatility?
		Implied Volatility
		Historical Volatility
5.Top Indicators of a Winning Investment
	Trend line
	Simple Moving Average
	Rate of change
	Relative strength Index
	Moving Average Convergence Divergence
	Bollinger Bands
	Fibonacci Retracements
	All about Technical Indicators
6.Basic Investment Techniques
	10 Basic Investment Techniques for Beginners
7.What You Should Know About Taxes
	The Long-term Capital Gains Rate Criteria
	Reducing Tax on your Stock Sales
	Experimenting with the Wash Rule
	Deduction of Capital Losses
	Other Deductible Expenses in Investment
	Final verdict
8.All about the Bull & Bear Market
	High Gross Domestic Products
	Rising Stock Prices
	Longer Stock Trading
	Lower Unemployment Rates
	The Bull Market History
	The Bear Market Indicators
	The Bear Market History
9.Common stock exchange terms and what they mean
	What is the Stock Market?
		1-Annual Report
		2- Arbitrage
		3-Averaging Down
		4- Bear Market
		5- Bull Market
		6- Beta
		7- Blue Chip Stocks
		8- Bourse
		9- Broker
		10- Bid
		11- Close
		12- Day trading
		13- Dividend
		14- Exchange
		15- Execution
		16- Haircut
		17- High
		18- Initial Public Offering
		19- Leverage
		20- Low
		21- Margin
		22- Moving Average
		23- Open
		24- Order
		25- pink sheet stocks
		26- Sector
10.Tips and tricks for investing in the Stock Exchange
	1- Invest in Index Fund
	2- Focus on Mutual Funds
	3- Timing the Market
	4- Set Goals
	5- Five Golden steps of trading to learn:
	6- Have a balance of investments
	7- Think for long term
	8- Buy value stocks
	9- Diversify investments among sectors
	10- How much risk you can take?
	11- Control your emotions
	12- 360 Degree View
	13- Automate stocks
	14- Say no to leverage
	15- Choose one sector
	16- Risk vs. Return
	17- Buy low sell higher
	Final Word
Conclusion
OPTIONS TRADING FOR BEGINNERS
Introduction
1.Options Trading Basics
	What Options Trading is?
		Uses of Options
		Derivatives
	Options Trading Characteristics
		All Options Expire
		All Options Have a Strike Price
		Option Contract Multiplier
	Types of Options
	What is Call? What is Put?
	Buying and Selling
2. Why Trade with Options
	The Benefits of Options Trading
		Options have Low Risk
		Options are More Cost-Effective
	Options Offer Higher Returns
	More Alternatives with Options
	Why Options are a Better Choice?
		Hedging
		Speculation
	How does Options Trading work?
	Types of Options
	Options Liquidity & Expiry Time
	How to Read Options Table?
3. Major Option Trading Concepts
	History of Option Trading
	Risks In Options Trading?
		Different Strategies Used In Option Trading
		Stock VS Option
		Option Trading Platforms
	Option Practicing Method
	Strategies for option trading
	The Worth of Option Trading
	Option Trading VS Stock Trading
	Risk in Option Trading
		Option Account
	What Is An Option Account?
		The Right Broker
		The Best Broker
	Best platforms
4. Options Trading Myths and Misconceptions
5.Top Options Trading Strategies
	Buying calls
	Buying puts
	Covered call
		Iron condors
	Bear calls
	Jade lizard
	Collar option
	Diagonal spread
	Butterfly
6.Top Qualities of a Successful Options Trader
	Options Trading
		Why people tend to go for options trading?
	Top Qualities of a Successful Options Trader
		Control on Emotions
		Records Management
		A Good Planner
		Consistency
		Learning from Failures
		News Interpretation
		Do not Follow What Others are Doing
		Patience
		Flexibility
		Risk Management
		Conclusion
7. How to Select the Right Option for a Major Gain
	Look for the Right Option
	Frame your Purpose
	Trader’s Payoff
	Analyze Volatility
	Recognize Events
	Make Your Strategy
	Launch Parameters
	How to make money with Options Trading
		Recap
	Making Money with Options Trading in 2020
		Naked Call
		Covered Put
	Making most out of options
	Indirect Strategies:
	Mental strategies:
8. Important Tips & Tricks about Options Trading
	Follow a Well Defined Exit Plan
		Educate Yourself
		Don’t Double Up for Past Losses
		Manage Your Risk
		Finally
9. Important FAQs of Options Trading
	Is there any definition of options?
	How to gain maximum profit in options trading?
	What happens in a case when options contract expires?
	What is the difference between strike price and stock price?
	What is naked call?
	What is American contract?
	What is an European contract?
	Which one is more profitable European contract or American contract?
	So an American style contract is exercised more but is it more profitable?
	When should you start options trading?
	How much should you invest in options trading?
	When should you exercise your options?
	Best strategy of options trading?
	What is a short put and long call strategy?
	How an option writer makes money?
	How do investors lose money in options trading?
Conclusion
python for beginners
Introduction
	Equivalent Problems
	Why use design patterns?
	Python Design Patterns
	Generative Patterns
	Structural Patterns
	Behavioral patterns
	Python Specific Design Patterns
	Type Annotation in Python
	4 programming languages to learn, even if you are a humanist
		1.Vba
		2.SQL
		3.R
		4.Python
	Well, as it were, let's go
		Where to get Python?
1.Python code optimization with ctypes
	Basic optimizations
	Built-in Data Structures
	List expressions
	ctypes
	Compiling C code in Python
	Structures in Python
	Call your code in C
	Something More: PyPy
2.Finding the Perfect Toolkit: Analyzing Popular Python Project Templates
	Overview
	De facto standards
	Flake8
	Pytest and coverage.py
	Sphinx
	Promising tools
	Pyproject.toml
	Poetry
	Dependabot
	Personal recommendations
	Pre-commit
	Pylint
	Black
	Subtotals
	Bonus: Template Recommendations
		Django
		Data Processing and Analysis
		General Purpose Templates
3.How are broad integer types implemented in Python?
	Presentation and Definition
	Decoding ob_digit
	Decoding ob_size
	Storage
	Python path
	Integer Long Operations
	Addition
	Subtraction
	Multiplication
	Division and other operations
	Optimizing Frequently Used Integers
4.Create a bot in Python to learn English
	Idea
	Base structure
	Decorators are our everything
	Admin panel
	Main functionality
	We pack the bot
5.The thermal imager on the Raspberry PI
	MLX90640. What is it?
	And then what is the GY-MCU90640?
	Connect to Raspberry PI
	Soft
	Results
6.Finding a Free Parking Space with Python
	Decomposing the task
	We recognize parking spaces
	Recognize cars
	We recognize empty parking spaces
	Send SMS
	Putting it all together
7.Creating games on the Pygame framework | Part 1
	Event handling
	Breakout class
	Keystroke handling
	Mouse event handling
	Handling Timer Events
	Game process
	Moving racket
	Moving ball
	Setting the initial speed of the ball
	Summarize
Creating games on the Pygame framework | Part 2
	Collision Recognition
	Collision of a ball with a racket.
	Collision with the floor.
	Collision with ceiling and walls
	Collision with bricks
	Game Menu Design Program
	Button Creation
	Menu Design
	Show and hide GameMenu
	To summarize
Creating games on the Pygame framework| Part 3
	End of the game
	Game over!
	Game End Message Display
	Saving records between games
	Adding Sound Effects and Music
	Sound effects
	Record your sound effects and messages
	Playing background music
	Adding Advanced Features
	Special effects system
	Racket increase
	Ball slowdown
	More points
	Extra lives
	Future Features
	Go to the next level
	Second ball
	Lasting records
	Bombs and bonuses
	Summarize
8.Object-Oriented Programming (OOP) in Python 3
	Algorithms and data structures
	What is object-oriented programming (OOP)?
	Python classes
	Python Objects (Instances)
	How to define a class in Python
	Instance attribute
	Class attributes
	Create Objects
	What's the matter?
	Review of exercises (# 1)
	Instance Methods
	Attribute Change
	Python object inheritance
	Dog Park Example
	Extending parent class functionality
	Parent and child classes
	Overriding parent class functionality
	Review of exercises (# 2)
Conclusion
PYTHON
crash course
JASON TEST
Day 1
	What Is Python?
	Who is the Right Audience?
	What You Will Learn?
	Why Python?
Day 2
	What Is Machine Learning?
	What is Deep Learning?
	What are Neural Networks?
	What is Supervised Learning?
	What is Unsupervised Learning?
	What is Reinforcement Learning?
	What Is Artificial Intelligence (AI)?
	What Is Data Science?
	What Is Data Mining?
	Benefits of Data Mining
	What Are Data Analytics?
	Why Data Analysis?
	Data Analysis Tools
	Who Is This Book For?
Day 3
	Getting Started
	Python 2 and Python 3
	Python on Different Operating Systems
	Installing a Text Editor
	Configuring Sublime Text for Python 3
	Running the Hello World Program
	Installing Python
	Variables and Simple Data Types
	Naming and Using Variables
Day 4
	Strings
	Combining or Concatenating Strings
	Stripping Whitespace
	Avoiding Syntax Mistakes with Strings
	Numbers
	Integers
	Floats
	Comments
	What Is a List?
	Changing, Adding, and Removing Elements
Day 5
	A Closer Look at Looping
	Avoiding Indentation Errors
	Forgetting to Indent
	Forgetting to Indent Additional Lines
	Indenting Unnecessarily
	Indenting Unnecessarily After the Loop
	Simple Statistics with a List of Numbers
Day 6
	Tuples
	Describing a Tuple
	Looping Through All Values in a Tuple
	Writing over a Tuple
	Indentation
	Line Length
	Conditional Tests
	Ignoring Case When Checking for Equality
	Checking for Inequality
	Numerical Comparisons
	Checking Multiple Conditions
	Using or to Check Multiple Conditions
Day 7
	The if-elif-else Chain
	Using Multiple elif Blocks
	Omitting the else Block
	Testing Multiple Conditions
	A Simple Dictionary
	Working with Dictionaries
	Accessing Values in a Dictionary
	Adding New Key-Value Pairs
	Starting with an Empty Dictionary
	Modifying Values in a Dictionary
Conclusion




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