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Algorithmic Trading with Python Complete Course

سرفصل های دوره

Most Comprehensive Algorithmic Trading Course


1. Introduction
  • 1. Introduction to Algorithmic Trading
  • 2. Brokers and APIs
  • 3. Setting up Environment
  • 4. Introduction to Python Tools

  • 2. Python for Data Science
  • 1.1 1. arithmetic.zip
  • 1. Arithmetic Operations in Python
  • 2.1 2. data types.zip
  • 2. Data Types
  • 3.1 4. variables.zip
  • 3. Variables
  • 4.1 5. lists.zip
  • 4. Intro to Lists
  • 5. Lists 2
  • 6. Lists 3
  • 7.1 6. tuples-and-strings.zip
  • 7. Tuples
  • 8. Strings 1
  • 9. Strings 2
  • 10.1 7 dictionaries & sets.zip
  • 10. Dictionaries
  • 11. Sets

  • 3. Python Pandas
  • 1.1 1. pandas intro.zip
  • 1.2 AAPL historical data.csv
  • 1.3 bank data.csv
  • 1.4 daily.csv
  • 1.5 data.csv
  • 1.6 IPL.csv
  • 1.7 minute.csv
  • 1.8 missing.csv
  • 1.9 tick.csv
  • 1.10 titanic.csv
  • 1. Introduction to Pandas
  • 2.1 2. pandas series part 1.zip
  • 2. Pandas Series Part 1
  • 3.1 3. pandas series part 2.zip
  • 3. Pandas Series Part 2
  • 4.1 4. pandas series unique.zip
  • 4. Pandas Series Unique
  • 5.1 5. sorting a series.zip
  • 5. Pandas Series Sorting
  • 6.1 6. dataframes intro.zip
  • 6. Introduction to DataFrames
  • 7.1 7 data from csv file.zip
  • 7. Accessing csv files
  • 8.1 8. data inspection.zip
  • 8. Data Inspection
  • 9.1 9. dataframes index.zip
  • 9. Dataframe Indexing
  • 10.1 10. dataframe filter.zip
  • 10. Dataframe Filter
  • 11.1 11. indexing in dataframes.zip
  • 11. Dataframe Indexing Part 2
  • 12.1 12. position based index iloc.zip
  • 12. Position based indexing using iloc
  • 13.1 13. index based slicing iloc.zip
  • 13. Dataframe Slicing using iloc
  • 14.1 14. label based slicing using loc.zip
  • 14. Label based Slicing using loc
  • 15.1 15. loc with numeric index.zip
  • 15. Loc with numeric index
  • 16.1 16. reset index.zip
  • 16. Reset Index
  • 17.1 17. rename columns.zip
  • 17. Rename Columns
  • 18.1 18. conditional filter.zip
  • 18. Conditional Filter
  • 19.1 19. advanced filter dataframe.zip
  • 19. Advanced Filter
  • 20.1 20. handling missing values - part 1.zip
  • 20. Missing Values Part 1
  • 21.1 21. handling missing values - part 2.zip
  • 21. Missing Values Part 2
  • 22.1 22. groupby.zip
  • 22. Group By

  • 4. Downloading Financial Data
  • 1.1 23. introduction to time series data.zip
  • 1. Intro to Time Series
  • 2.1 27 downloading data yfinance api.zip
  • 2. Downloading Data yfinance API
  • 3.1 24. convert string to datetime column.zip
  • 3. String to Datetime

  • 5. Financial Data Analysis using Python
  • 1.1 25. slice time series data.zip
  • 1. Slice Time Series Data
  • 2.1 28. pivot.zip
  • 2. Pivot DataFrame
  • 3.1 26. resample.zip
  • 3. Resample DataFrame
  • 4.1 29. data normalization.zip
  • 4. Data Normalization

  • 6. Financial Returns
  • 1.1 30. calculate price changes.zip
  • 1. Calculate Price Changes
  • 2.1 31. calculate financial returns.zip
  • 2. Calculate Financial Returns
  • 3.1 32. risk vs reward.zip
  • 3. Risk vs Returns
  • 4.1 33. tvpi or multiples.zip
  • 4. TVPI
  • 5.1 34. cagr vs annual returns.zip
  • 5. CAGR
  • 6.1 35. geometric returns.zip
  • 6. Geometric Returns
  • 7.1 36. simple vs compound interest.zip
  • 7. Simple vs Compound Interest
  • 8.1 37 continuous compounding.zip
  • 8. Continuous Compounding
  • 9.1 38. intro to log returns.zip
  • 9. Intro to log Returns
  • 10.1 39. daily returns vs log returns.zip
  • 10. Daily Return vs Log Returns
  • 11.1 40. more about log returns.zip
  • 11. More About Log Returns

  • 7. Important Concepts in Stock Market
  • 1. Instruments for Trading
  • 2. Common Terms in Stock Market - I
  • 3. Common Terms in Stock Market -II
  • 4. Derivatives Risk
  • 5. Intro to Futures
  • 6. Intro to Options

  • 8. Broker API Zerodha Kite Connect
  • 1. Creating Kite Connect App
  • 2.1 login - manual process.zip
  • 2. Manual Login
  • 3.1 access.txt
  • 3.2 security.txt
  • 3.3 selenium kite connect login new.zip
  • 3. Automatic Login using Selenium
  • 4.1 databaselogin.zip
  • 4.2 download instruments.zip
  • 4.3 instruments.zip
  • 4. Downloading Instruments
  • 5.1 daily+ohlc.zip
  • 5.2 databaselogin.zip
  • 5.3 download historical data.zip
  • 5. Download Historical OHLC Data
  • 6.1 databaselogin.zip
  • 6.2 place+orders+using+api.zip
  • 6.3 zerodha+orders+management.zip
  • 6.4 zerodha+wrapper+class.zip
  • 6. Place and Manage Orders
  • 7.1 databaselogin.zip
  • 7.2 other important functions.zip
  • 7. Other Important Functions
  • 8. Introduction to Kite Ticker
  • 9.1 database.zip
  • 9.2 tick.zip
  • 9.3 tick+data+table.zip
  • 9. Downloading Realtime Tick Data
  • 10.1 option chain.zip
  • 10. Option Chain Data
  • 11.1 alarm.wav
  • 11.2 databaselogin.zip
  • 11.3 moniter+prices.zip
  • 11.4 monitor+stock+price.zip
  • 11. Get Price Alerts

  • 9. Technical Analysis
  • 1. Introduction to Technical Indicators
  • 2.1 moving averages.zip
  • 2.2 nifty.csv
  • 2. Moving Averages
  • 3.1 macd.zip
  • 3. Moving Average ConvergenceDivergence (MACD)
  • 4.1 bollinger bands.zip
  • 4. Bollinger Bands
  • 5.1 atr.zip
  • 5. Average True Range (ATR) Part 1
  • 6. Average True Range (ATR) Part 2
  • 7.1 rsi.zip
  • 7.2 rsi.zip
  • 7. Relative Strength Indicator (RSI) Part 1
  • 8. Relative Strength Indicator (RSI) Part 2
  • 9. Introduction to Supertrend
  • 10.1 Super+Trend.xlsx
  • 10. Supertrend using Google SheetsExcel
  • 11.1 supertrend.zip
  • 11. Supertrend using Python
  • 12. Introduction to Renko
  • 13.1 minute.csv
  • 13.2 renko+-+brick+size.zip
  • 13. Renko using Brick Size
  • 14.1 renko atr display.zip
  • 14. Visualize Renko Chart with ATR
  • 15. Introduction to ADX
  • 16.1 ADX.xlsx
  • 16. ADX using Google SheetExcel
  • 17.1 adx.zip
  • 17. ADX using Python

  • 10. Price Action
  • 1. Introduction to Price Action
  • 2. About Candlesticks
  • 3. Support and Resistance
  • 4. Introduction to Pivot Points
  • 5.1 infy2023.csv
  • 5.2 infy5min.csv
  • 5.3 pivot point.zip
  • 5. Pivot Points with Python

  • 11. Strategy Development
  • 1. Introduction to Strategy Development
  • 2.1 mydatabase.zip
  • 2.2 OHLCNifty.csv
  • 2.3 sma+crossover+strategy+basic.zip
  • 2. SMA Strategy Backtesting
  • 3.1 sma+optimal+strategy.zip
  • 3. Strategy Optimization
  • 4.1 Supertrend.zip
  • 4. Supertrend + MACD Strategy Part 1
  • 5. Supertrend + MACD Strategy Part 2

  • 12. Cloud VPS Deployment
  • 1. Introduction to VPS
  • 2. Virtual Private Server Deployment & Scheduling
  • 3. Accessing strategy from VPS using a browser
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    تاریخ انتشار: 20 دی 1402
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