01 - Getting Started

  001 Welcome and Introduction_en.srt

  002 Did you know... (a Sneak Preview on Crypto Trading)_en.srt

  003 How to get the best out of this course_en.srt

  005 LEGAL DISCLAIMER (MUST READ!).html

  006 Course Overview_en.srt

 02 - +++ PART 1 Fundamentals of Trading, Binance and Python for Finance +++

  001 PART 1 Overview_en.srt

  002 Part1-Materials.zip

 03 - Introduction to (Algorithmic) Trading, Cryptocurrencies and Binance

  001 Investing vs. (Algorithmic) Trading_en.srt

  002 Asset Classes, Money and (Crypto-) Currencies.mp4

  003 What is a Stable Coin.mp4

  004 Why Trading Cryptocurrencies.mp4

  005 Why using Binance.mp4

  006 Alternative Exchanges (FTX, Kraken, etc.).mp4

  007 Spot Trading vs. Derivatives (Futures) Trading (Part 1).mp4

  007 Spot-vs-Futures.pdf

  008 Spot Trading vs. Derivatives (Futures) Trading (Part 2)_en.srt

 04 - Cryptocurrency Trading and Investing with Binance A-Z a Deep Introduction

  001 Binance.com and Binance.US at a first glance_en.srt

  003 Registration and Identity Verification.mp4

  004 How to instantly buy your first Cryptos.mp4

  005 Deposits and Withdrawals (Part 1).mp4

  006 Deposits and Withdrawals (Part 2).mp4

  007 The first Spot Trade (buy Bitcoin).mp4

  008 Trade Analysis and Trading FeesCommissions.mp4

  008 trade-analysis.xlsx

  009 Another Spot Trade (sell Bitcoin)_en.srt

  010 Limit Orders vs. Market Orders_en.srt

  011 Take-Profit Orders_en.srt

  012 Stop-Loss Orders_en.srt

  013 The Order Book_en.srt

  014 Bid-Ask-Spread and Slippage_en.srt

  015 Total Costs of a Trade (visible vs. hidden Costs)_en.srt

  016 Liquidity and Market Depth_en.srt

  017 Introduction to Charting and Technical Indicators_en.srt

 05 - Installing Python and Jupyter Notebooks

  001 Introduction_en.srt

  002 Download and Install Anaconda_en.srt

  003 How to open Jupyter Notebooks_en.srt

  004 How to work with Jupyter Notebooks_en.srt

  005 Tips for Python Beginners_en.srt

 06 - Excursus How to avoid and debug Coding Errors (don´t skip!)

  001 Introduction_en.srt

  002 Test your debugging skills!_en.srt

  003 Major reasons for Coding Errors_en.srt

  004 The most commonly made Errors at a glance_en.srt

  005 Omitting cells, changing the sequence and more_en.srt

  006 IndexErrors_en.srt

  007 Indentation Errors_en.srt

  008 Misuse of function names and keywords_en.srt

  009 TypeErrors and ValueErrors_en.srt

  010 Getting help on StackOverflow.com_en.srt

  011 How to traceback more complex Errors_en.srt

  012 Problems with the Python Installation_en.srt

  013 External Factors and Issues_en.srt

  014 Errors related to the course content (Transcription Errors)_en.srt

  015 Summary and Debugging Flow-Chart_en.srt

 07 - Trading with Python and the Binance API - an Introduction

  001 Overview_en.srt

  002 Getting the API Key & other Preparations_en.srt

  004 How to install the Binance API Wrapper.mp4

  005 Connecting to the APIServer.mp4

  006 Troubleshooting (BinanceAPIException Error).html

  008 Retrieving general accountsystem Info (Part 1).mp4

  009 Retrieving general accountsystem Info (Part 2).mp4

  010 Getting (current) Market Data.mp4

  011 How to load Historical Price & Volume Data (Part 1).mp4

  012 How to load Historical Price & Volume Data (Part 2).mp4

  013 Excursus Loading Historical Data (csv) from the Website.mp4

  014 Streaming real-time Market Data (Part 1).mp4

  015 Important notice for Binance.US users (Part 2).html

  016 Streaming real-time Market Data (Part 2)_en.srt

  017 Streaming and collecting real-time Candles_en.srt

  018 Placing a Test Order_en.srt

  019 The Binance Spot Test Network_en.srt

  020 Creating a Connection to the Spot Testnet_en.srt

  021 Spot Testnet API - Overview_en.srt

  022 Placing a Market Buy Order_en.srt

  023 Placing a Market Sell Order_en.srt

  024 Placing Limit Orders_en.srt

  025 Reporting Getting all (historical) Orders and Trades_en.srt

  026 How to create & run a first (simple) Trading Bot_en.srt

  How you can help GetFreeCourses.Co.txt

 08 - Financial Data Analysis with Python and Pandas - a (deep) Introduction

  001 Introduction and Overview_en.srt

  002 Installing and importing required LibrariesPackages_en.srt

  003 Loading Financial Data from the Web_en.srt

  004 Initial Inspection and Visualization_en.srt

  006 Normalizing Time Series to a Base Value (100).mp4

  007 Coding Challenge #1.mp4

  008 Price changes and Financial Returns.mp4

  009 Reward and Risk of Financial Instruments.mp4

  010 Coding Challenge #2.html

  011 Investment Multiple and CAGR_en.srt

  012 Compound Returns & Geometric Mean Return_en.srt

  014 Discrete Compounding.mp4

  015 Continuous Compounding.mp4

  016 Log Returns.mp4

  017 Simple Returns vs Log Returns ( Part 1).mp4

  018 Simple Returns vs Log Returns ( Part 2).mp4

  019 Coding Challenge #4.html

  020 Comparing the Performance of Financial Instruments_en.srt

  021 (Non-) Normality of Financial Returns_en.srt

  022 Annualizing Return and Risk_en.srt

  023 Resampling Smoothing of Financial Data_en.srt

  024 Rolling Statistics_en.srt

  026 Short Selling and Short Position Returns (Part 1).mp4

  027 Introduction to Currencies (Forex) and Trading.mp4

  028 Short Selling and Short Position Returns (Part 2).mp4

  029 Short Selling and Short Position Returns (Part 3).mp4

  030 Coding Challenge #6.html

  031 Covariance and Correlation_en.srt

  032 Portfolios and Portfolio Returns_en.srt

  033 Margin Trading and Levered Returns (Part 1)_en.srt

  034 Margin Trading and Levered Returns (Part 2)_en.srt

 09 - +++ PART 2 Algorithmic Trading Spot Trading +++

  001 Overview_en.srt

  002 Part2-Materials.zip

 10 - What is a Trading Strategy

  001 Trading Strategies - Overview_en.srt

  003 Trading Strategies for Cryptocurrencies (best practices).mp4

  004 How to create your own Trading Strategies.mp4

  005 [Article] The Lifecycle of a Trading Strategy.html

  006 Getting the Data_en.srt

  007 Financial Data Analysis Visual Inspection_en.srt

  008 A simple Buy and Hold Strategy_en.srt

  009 Performance Measurement_en.srt

 11 - A Long-only Strategy based on Price & Volume Data

  001 Introduction_en.srt

  002 Data Preparation_en.srt

  003 Explanatory Data Analysis Financial Returns and Trading Volume (Part 1)_en.srt

  004 Explanatory Data Analysis Financial Returns and Trading Volume (Part 2)_en.srt

  005 Formulating a Long-only Strategy based on Price & Volume Data_en.srt

  006 Strategy Backtesting_en.srt

  007 Trading Costs_en.srt

 12 - Strategy Optimization and Forward Testing

  002 Getting started.mp4

  003 Strategy Optimization (Part 1).mp4

  004 Strategy Optimization (Part 2).mp4

  005 Putting everything together a Backtester Class.mp4

  006 Backtesting & Forward Testing (Part 1).mp4

  007 Backtesting & Forward Testing (Part 2).mp4

  008 The Backtester Class explained (Part 1).mp4

  009 The Backtester Class explained (Part 2).mp4

  010 The Backtester Class explained (Part 3).mp4

  011 The Backtester Class explained (Part 4).mp4

 13 - Implementation and Automation of Trading Strategies with Binance

  002 Getting started.mp4

  003 Important notice for Binance.US users.html

  004 Recap Streaming and Collecting Real-Time Candles_en.srt

  005 Creating the LongOnlyTrader Class_en.srt

  006 Working with historical data and real-time data (Part 1)_en.srt

  007 Working with historical data and real-time data (Part 2)_en.srt

  008 Adding a Long-Only Trading Strategy_en.srt

  009 Placing Orders and Executing Trades_en.srt

  010 Trade Monitoring and Reporting_en.srt

  011 How to setautomate the stop of a Trading Session_en.srt

 14 - A Long-Short Trading Strategy A-Z

  001 Introduction_en.srt

  002 Getting started_en.srt

  003 Recap Explanatory Data Analysis and generating a Trading Idea_en.srt

  004 Defining the Long-Short Strategy_en.srt

  005 A Long-Short Backtesting Framework_en.srt

  006 Strategy Backtesting_en.srt

  007 A Long-Short Trading Framework_en.srt

  008 Implementing and Automating a Long-Short Trading Strategy_en.srt

  010 Preview Running a Python Trader Script.mp4

 15 - Cloud Deployment (AWS) Scheduling Trading Sessions Full Automation

  001 Introduction and Motivation_en.srt

  002 Demonstration AWS EC2 for Algorithmic Trading live in action_en.srt

  003 Amazon Web Services (AWS) - Overview and how to create a Free Trial Account_en.srt

  004 How to create an EC2 Instance_en.srt

  005 How to connect to your EC2 Instance_en.srt

  007 Getting the Instance Ready for Algorithmic Trading.mp4

  008 How to run Python Scripts in a Windows Command Prompt.mp4

  009 #Troubleshooting#.html

  010 How to start Trading sessions with Batch (.bat) Files_en.srt

  011 How to schedule Trading sessions with the Task Scheduler_en.srt

  How you can help GetFreeCourses.Co.txt

 16 - Ultimate Homework Challenge Create, Test and Implement your Strategy!

  001 Introduction_en.srt

  002 Solution (Notebook).html

  003 The Solution explained (Part 1)_en.srt

  004 The Solution explained (Part 2)_en.srt

  005 The Solution explained (Part 3)_en.srt

 17 - +++ PART 3 Algorithmic Trading Futures Trading +++

  001 Overview_en.srt

  002 Part3-Materials.zip

 18 - Futures Trading on Binance A-Z

  001 Creating an account on Binance Futures Testnet_en.srt

  002 First Steps_en.srt

  003 The first Futures Trade (Long)_en.srt

  004 Trade Analysis.mp4

  005 A trade with Leverage.mp4

  006 The impact of Leverage.mp4

  007 A Short Trade.mp4

  008 Margin Requirements and Liquidation (Part 1).mp4

  009 Margin Requirements and Liquidation (Part 2).mp4

  010 Excursus The Futures Calculator.mp4

  011 How to add Stop Loss to an open position.mp4

  012 Stop Loss (SL) and Take Profit (TP) Orders.mp4

  013 Margin Mode Cross vs. Isolated.mp4

  014 Position Mode One-way (Netting) vs. Hedging.mp4

  015 How to work with many open positions.mp4

  016 Introduction to the Funding Rate.mp4

  017 The Funding Rate explained (Part 1).mp4

  018 The Funding Rate explained (Part 2).mp4

  019 The Funding Rate explained (Part 3).mp4

  020 The Funding Rate live in action.mp4

  external-assets-links.txt

 19 - Backtesting Futures Trading Strategies with Leverage

  001 Introduction_en.srt

  002 Getting the Data_en.srt

  003 Backtesting without Leverage and Trading Costs in the Futures Market_en.srt

  004 Recap Leverage and levered Returns_en.srt

  005 Levered Returns a more realistic approach_en.srt

  006 The Futures Backtesting Class live in action_en.srt

  007 How to adjust the Framework to (levered) Futures Trading_en.srt

  008 The impact of Leverage on Trading Performance_en.srt

  How you can help GetFreeCourses.Co.txt

 20 - Implementing and automating Futures Trading on Binance

  001 Introduction and Preparations_en.srt

  002 The Binance Futures API_en.srt

  003 How to change Settings and Modes_en.srt

  004 Placing Market Orders (Part 1)_en.srt

  005 Trade Analysis - Trade and Income History_en.srt

  006 Placing Market Orders (Part 2)_en.srt

  007 Getting Historical Futures Market Data_en.srt

  008 Streaming Future Prices in real-time_en.srt

  009 A Futures Trading Bot (Part 1)_en.srt

  010 A Futures Trading Bot (Part 2)_en.srt

 21 - +++ PART 4 API Trading with other Exchanges (FTX, Kraken & co.) +++

  002 Downloads for Part 4 (Updated 17 Jan 2022).html

 22 - API Trading with CCXT

  001 Introduction_en.srt

  002 Preparations_en.srt

  003 First Steps with CCXT_en.srt

  004 General Exchange Information_en.srt

  005 The Public API_en.srt

  006 Loading Historical Data (Part 1)_en.srt

  007 Loading Historical Data (Part 2)_en.srt

  008 Streaming real-time Data (Part 1)_en.srt

  009 Introduction to Multithreaded Programming_en.srt

  010 Streaming real-time Data (Part 2)_en.srt

  011 Streaming real-time Data (Part 3)_en.srt

  012 Getting Historical Data and Streaming live Data_en.srt

  013 The Private API_en.srt

  014 How to connect to Testnets (Sandbox mode)_en.srt

  015 Creating Orders and analyzing Trades (Spot)_en.srt

  016 Creating Orders and analyzing Trades (Futures)_en.srt

  017 A CCXT Spot Trading Bot_en.srt

  018 Excursus Generalization_en.srt

  019 A CCXT Futures Trading Bot_en.srt

 23 - API Trading with FTX

  001 Introduction_en.srt

  003 Creating accounts on FTX.com and FTX.us.mp4

  004 FTX and CCXT - an Overview.mp4

  005 What you should consider for Backtesting.mp4

  006 An FTX Spot Trading Bot.mp4

  007 Futures Trading on FTX.mp4

  008 An FTX Futures Trading Bot.mp4

 24 - +++ APPENDIX Python Crash Course +++

  001 Introduction and Overview_en.srt

  002 Appendix-Materials.zip

 25 - Appendix 1 Python (& Finance) Basics

  001 Intro to the Time Value of Money (TVM) Concept (Theory)_en.srt

  002 Calculate Future Values (FV) with Python Compounding_en.srt

  003 Calculate Present Values (FV) with Python Discounting_en.srt

  004 Interest Rates and Returns (Theory)_en.srt

  005 Calculate Interest Rates and Returns with Python_en.srt

  006 Introduction to Variables_en.srt

  007 Excursus How to add inline comments_en.srt

  008 Variables and Memory (Theory)_en.srt

  009 More on Variables and Memory_en.srt

  010 Variables - Dos, Don´ts and Conventions_en.srt

  011 The print() Function_en.srt

  012 Coding Exercise 1_en.srt

  013 TVM Problems with many Cashflows_en.srt

  014 Intro to Python Lists_en.srt

  015 Zero-based Indexing and negative Indexing in Python (Theory)_en.srt

  016 Indexing Lists_en.srt

  017 For Loops - Iterating over Lists_en.srt

  018 The range Object - another Iterable_en.srt

  019 Calculate FV and PV for many Cashflows_en.srt

  020 The Net Present Value - NPV (Theory)_en.srt

  021 Calculate an Investment Project´s NPV_en.srt

  022 Coding Exercise 2_en.srt

  023 Data Types in Action_en.srt

  024 The Data Type Hierarchy (Theory)_en.srt

  025 Excursus Dynamic Typing in Python_en.srt

  026 Build-in Functions_en.srt

  027 Integers_en.srt

  028 Floats_en.srt

  029 How to round Floats (and Integers) with round()_en.srt

  030 More on Lists_en.srt

  031 Lists and Element-wise Operations_en.srt

  032 Slicing Lists_en.srt

  033 Slicing-cheatsheet.pdf

  034 Changing Elements in Lists_en.srt

  035 Sorting and Reversing Lists_en.srt

  036 Adding and removing Elements fromto Lists_en.srt

  037 Mutable vs. immutable Objects (Part 1)_en.srt

  038 Mutable vs. immutable Objects (Part 2)_en.srt

  039 Coding Exercise 3_en.srt

  040 Tuples_en.srt

  041 Dictionaries_en.srt

  042 Intro to Strings_en.srt

  043 String Replacement_en.srt

  044 Booleans_en.srt

  045 Operators (Theory)_en.srt

  046 Comparison, Logical and Membership Operators in Action_en.srt

  047 Coding Exercise 4_en.srt

  048 Conditional Statements_en.srt

  049 Keywords pass, continue and break_en.srt

  050 Calculate a Project´s Payback Period_en.srt

  051 Introduction to while loops_en.srt

 26 - Appendix 2 User-defined Functions

  001 Defining your first user-defined Function_en.srt

  002 What´s the difference between Positional Arguments vs. Keyword Arguments_en.srt

  003 How to work with Default Arguments_en.srt

  004 The Default Argument None_en.srt

  005 How to unpack Iterables_en.srt

  006 Sequences as arguments and args_en.srt

  007 How to return many results_en.srt

  008 Scope - easily explained_en.srt

 27 - Appendix 3 Numpy, Pandas, Matplotlib and Seaborn Crash Course

  001 Modules, Packages and Libraries - No need to reinvent the Wheel_en.srt

  002 Numpy Arrays_en.srt

  003 Indexing and Slicing Numpy Arrays_en.srt

  004 Vectorized Operations with Numpy Arrays_en.srt

  005 Changing Elements in Numpy Arrays & Mutability_en.srt

  006 View vs. copy - potential Pitfalls when slicing Numpy Arrays_en.srt

  007 Numpy Array Methods and Attributes_en.srt

  008 Numpy Universal Functions_en.srt

  009 Boolean Arrays and Conditional Filtering_en.srt

  010 Advanced Filtering & Bitwise Operators_en.srt

  011 Determining a Project´s Payback Period with np.where()_en.srt

  012 Creating Numpy Arrays from Scratch_en.srt

  014 How to work with nested Lists.mp4

  015 2-dimensional Numpy Arrays.mp4

  016 How to slice 2-dim Numpy Arrays (Part 1).mp4

  017 How to slice 2-dim Numpy Arrays (Part 2).mp4

  018 Recap Changing Elements in a Numpy Array slice.mp4

  019 How to perform row-wise and column-wise Operations.mp4

  020 Coding Exercise 8.html

  021 Intro to Tabular Data Pandas_en.srt

  022 Create your very first Pandas DataFrame (from csv)_en.srt

  023 Pandas Display Options and the methods head() & tail()_en.srt

  024 First Data Inspection_en.srt

  026 Selecting Columns.mp4

  027 Selecting one Column with the dot notation.mp4

  028 Zero-based Indexing and Negative Indexing.mp4

  029 Selecting Rows with iloc (position-based indexing).mp4

  030 Slicing Rows and Columns with iloc (position-based indexing).mp4

  031 Position-based Indexing Cheat Sheets.html

  032 Selecting Rows with loc (label-based indexing).mp4

  033 Slicing Rows and Columns with loc (label-based indexing).mp4

  034 Label-based Indexing Cheat Sheets.html

  035 Summary, Best Practices and Outlook.mp4

  036 Coding Exercise 10.html

  037 First Steps with Pandas Series_en.srt

  038 Analyzing Numerical Series with unique(), nunique() and value_counts()_en.srt

  039 Analyzing non-numerical Series with unique(), nunique(), value_counts()_en.srt

  040 The copy() method_en.srt

  041 Sorting of Series and Introduction to the inplace - parameter_en.srt

  042 First Steps with Pandas Index Objects_en.srt

  043 Changing Row Index with set_index() and reset_index()_en.srt

  044 Changing Column Labels_en.srt

  045 Renaming Index & Column Labels with rename()_en.srt

  046 Filtering DataFrames (one Condition)_en.srt

  047 Filtering DataFrames by many Conditions (AND)_en.srt

  048 Filtering DataFrames by many Conditions (OR)_en.srt

  049 Advanced Filtering with between(), isin() and ~_en.srt

  050 Intro to NA Values missing Values_en.srt

  051 Handling NA Values missing Values_en.srt

  052 Exporting DataFrames to csv_en.srt

  053 Summary Statistics and Accumulations_en.srt

  054 Visualization with Matplotlib (Intro)_en.srt

  055 Customization of Plots_en.srt

  056 Histogramms (Part 1)_en.srt

  057 Histogramms (Part 2)_en.srt

  058 Scatterplots_en.srt

  059 First Steps with Seaborn_en.srt

  060 Categorical Seaborn Plots_en.srt

  061 Seaborn Regression Plots_en.srt

  062 Seaborn Heatmaps_en.srt

  063 Removing Columns_en.srt

  064 Introduction to GroupBy Operations_en.srt

  065 Understanding the GroupBy Object_en.srt

  066 Splitting with many Keys_en.srt

  067 split-apply-combine_en.srt

  How you can help GetFreeCourses.Co.txt

 28 - Appendix 4 Advanced Pandas Time Series Topics

  001 Helpful DatetimeIndex Attributes and Methods_en.srt

  002 Filling NA Values with bfill, ffill and interpolation_en.srt

  003 Timezones and Converting (Part 1)_en.srt

  004 Timezones and Converting (Part 2)_en.srt

 29 - Appendix 5 Object Oriented Programming (OOP) Creating a Finance Class

  001 Introduction to OOP and examples for Classes_en.srt

  002 The Financial Analysis Class live in action (Part 1)_en.srt

  003 The Financial Analysis Class live in action (Part 2)_en.srt

  004 The special method __init__()_en.srt

  005 The method get_data()_en.srt

  006 The method log_returns()_en.srt

  007 String representation and the special method __repr__()_en.srt

  008 The methods plot_prices() and plot_returns()_en.srt

  009 Encapsulation and protected Attributes_en.srt

  010 The method set_ticker()_en.srt

  011 Adding more methods and performance metrics_en.srt

  012 Inheritance_en.srt

  013 Inheritance and the super() Function_en.srt

  014 Adding meaningful Docstrings_en.srt

  015 Creating and Importing Python Modules (.py)_en.srt

  016 Coding Exercise Create your own Class_en.srt

 30 - What´s next (outlook and additional resources)

 GetFreeCourses.Co.url