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Backtesting Crypto Trading Strategies with Python and C++ 2021
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Other > Other
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163
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2.78 GiB (2980568604 Bytes)
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2021-10-08 03:18:11 GMT
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tuts756 Trusted
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Info Hash:
570BA579DE7A4D7366621AA91D712557662095C9




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Description

Backtest your trading ideas before implementing them in real conditions!
Backtesting is an essential step when elaborating a trading strategy. This course will explain how you can use programming to estimate the potential performance of your strategy and avoid unpleasant surprises in live trading.
By the end of the course, you will be able to build your own backtesting framework and comfortably use all its features.

Collect and store large amounts of market data
Before starting to backtest, you need to have a reliable system that collects, stores and organizes the data. You will learn how to fetch data from any cryptocurrency exchange (Binance, FTX…) and store candlestick data efficiently in a powerful file format: HDF5. Many developers do not yet know about this file format, so you will have the upper hand by learning it!

Get your coding skills to the next level with Python AND C++
Python serves as the ideal programming language for building the main features of your backtesting system. You will also use the Pandas library to calculate technical indicators from scratch and control the output of this calculation with precision.
But that’s not all: Do you want to perform backtesting on a large amount of data with many complex operations? This requires a lot of computing power, and this is where C++ coding can be incredibly useful. You will be surprised to discover that C++ is not as scary as it may seem.

Have a scientific approach to your backtesting: use an optimization algorithm!
This course is ambitious, and it addresses real-world problems: you’ll want to find parameters for your strategy that will maximize its performance. To help you with this task, you will learn how to write an optimization algorithm from the Genetic Algorithm family: NSGA-2. When it comes to backtesting, this approach is unique, and you won’t find it anywhere else.

Most of the content of this course can be applied to traditional markets like the stock market.

Disclaimer: This course is not investment advice. The trading strategies are presented as examples.
Who this course is for:

    Traders who wish to backtest their strategies efficiently
    Crypto exchange users who want to collect market data and store it
    Developers who want to combine Python & C++
    Anyone interested in multi-objective optimization with Genetic Algorithms

Requirements

    Basic Python knowledge (know what a class/object is, dictionaries, lists, functions, loops, etc.)
    Basic knowledge about trading (what candlesticks are, Long/Short…)

Last Updated 9/2021

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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/6. Resample the 1-minute Candlesticks.mp4154.42 MiB
TutsNode.com.txt63 B
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/6. Resample the 1-minute Candlesticks.srt28.2 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/1. Introduction to Optimization and Genetic Algorithms.srt21.54 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/5. Get the HDF5 Data.srt21.5 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/8. Support & Resistance Coding Identify the Price Levels.srt20.24 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/11. Load Your C++ Library Into Python.srt20.01 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/7. Generate the Offspring Population.srt19.55 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/6. Ichimoku Coding.srt18.56 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/2. Setting Up the Coding Environment/1. Install Python 3.srt2.07 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/7. Collect the Full Price History of a Symbol (Part 1).srt17.72 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/10. Parabolic SAR Coding.srt17.54 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/2. Setting Up the Coding Environment/3. Source Code for Each Lecture.html426 B
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/3. Generate the Initial Population.srt16.71 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/4. Open and Close an HDF5 File With the C library.srt16.57 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/10. Implement the NSGA-2 Process.srt16.53 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/4. On-Balance Volume Coding.srt16.17 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/5. Non-Dominated Sorting.srt15.27 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/9. Support & Resistance Coding Check the Breakouts.srt14.87 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/6. Request Historical Data From Any Crypto Exchange.srt13.36 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/1. Introduction to Backtesting With Python.srt13.28 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/4. Storing the Market Data to an HDF5 Database/5. Fetch Data From a Dataset.srt13.18 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/7. SMA Cross-over Strategy Class.srt12.27 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/4. Storing the Market Data to an HDF5 Database/1. What Is HDF5 and Why Use it.srt12.18 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/3. Create the Binance Client Class.srt11.83 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/8. Collect the Full Price History of a Symbol (Part 2).srt11.52 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/1. Set Up the C++ Coding Environment (Windows users).srt11.31 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/8. SMA Cross-over Strategy Execute the Backtest.srt10.79 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/5. Request Historical Data From Binance.srt10.43 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/4. Storing the Market Data to an HDF5 Database/4. Get the MinMax Timestamp of the Dataset.srt9.29 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/1. Introduction/2. Common Mistakes When Backtesting.srt9.08 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/2. Prepare the Optimizer Module.srt8.99 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/6. Crowding Distance Calculation.srt8.6 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/2. Set Up the C++ Coding Environment (Mac OS users).srt8.17 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/4. Storing the Market Data to an HDF5 Database/6. Convert 1-minute Candlesticks to any Timeframe.srt7.91 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/11. Dynamically Input Your Parameters.srt7.81 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/4. Request the List of Symbols.srt7.44 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/1. Introduction/1. Why Is Backtesting Essential.srt7.24 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/3. Run Your First C++ Program.srt6.94 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/5. Ichimoku Trading Strategy.srt6.93 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/2. On-Balance Volume Trading Strategy.srt6.77 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/3. Backtesting Interface.srt6.77 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/2. Create an Entry Point Logger Exchange Class.srt6.75 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/10. Support & Resistance Coding Open Close Positions.srt6.73 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/4. Storing the Market Data to an HDF5 Database/3. Insert Data to a Dataset.srt6.65 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/2. Setting Up the Coding Environment/2. Install and Configure PyCharm.srt6.34 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/9. Random Parameter Constraints.srt6.33 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/7. Support & Resistance Trading Strategy.srt6.24 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/8. Create the Next Generation.srt5.56 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/1. What is an API and How to Use it.srt5.16 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/13. Performance Indicator the Maximum Drawdown.srt5.14 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/12. Speed Up Your Backtest With Numpy Arrays.srt4.86 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/9. Parabolic SAR Trading Strategy.srt4.79 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/4. Evaluate the Population.srt4.76 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/1. Introduction/3. Course Organization.srt4.3 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/4. Storing the Market Data to an HDF5 Database/2. Create an HDF5 Dataset With h5py.srt3.98 KiB
[TGx]Downloaded from torrentgalaxy.to .txt585 B
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/1.1 cmake_kit.json318 B
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/11. Load Your C++ Library Into Python.mp4125.34 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/5. Get the HDF5 Data.mp4113.36 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/7. Generate the Offspring Population.mp4107.51 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/2. Set Up the C++ Coding Environment (Mac OS users).mp496.7 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/10. Implement the NSGA-2 Process.mp490.16 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/4. On-Balance Volume Coding.mp489.36 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/10. Parabolic SAR Coding.mp487.59 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/6. Ichimoku Coding.mp486.04 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/5. Non-Dominated Sorting.mp483.23 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/3. Generate the Initial Population.mp477.72 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/8. Support & Resistance Coding Identify the Price Levels.mp476.57 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/9. Support & Resistance Coding Check the Breakouts.mp474.89 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/1. Set Up the C++ Coding Environment (Windows users).mp474.7 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/7. SMA Cross-over Strategy Class.mp473.13 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/1. Introduction to Optimization and Genetic Algorithms.mp471.93 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/4. Storing the Market Data to an HDF5 Database/5. Fetch Data From a Dataset.mp469.42 MiB
.pad/16592.7 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/4. Open and Close an HDF5 File With the C library.mp465.9 MiB
.pad/17102.21 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/6. Request Historical Data From Any Crypto Exchange.mp461.48 MiB
.pad/18532.5 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/8. SMA Cross-over Strategy Execute the Backtest.mp461.2 MiB
.pad/19817.67 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/2. Prepare the Optimizer Module.mp456.76 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/7. Collect the Full Price History of a Symbol (Part 1).mp454.04 MiB
.pad/21979.22 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/6. Crowding Distance Calculation.mp450.71 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/4. Storing the Market Data to an HDF5 Database/4. Get the MinMax Timestamp of the Dataset.mp449.04 MiB
.pad/23985.86 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/1. Introduction to Backtesting With Python.mp448.04 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/11. Dynamically Input Your Parameters.mp447.29 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/4. Storing the Market Data to an HDF5 Database/1. What Is HDF5 and Why Use it.mp445.56 MiB
.pad/26446.86 KiB
[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/4. Evaluate the Population.mp443.65 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/8. Collect the Full Price History of a Symbol (Part 2).mp443.51 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/5. Request Historical Data From Binance.mp441.04 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/3. Backtesting Interface.mp438.21 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/9. Random Parameter Constraints.mp436.39 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/3. Create the Binance Client Class.mp434.22 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/10. Support & Resistance Coding Open Close Positions.mp433.8 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/13. Performance Indicator the Maximum Drawdown.mp433.25 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/4. Storing the Market Data to an HDF5 Database/6. Convert 1-minute Candlesticks to any Timeframe.mp432.98 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/1. Introduction/2. Common Mistakes When Backtesting.mp431.56 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/12. Speed Up Your Backtest With Numpy Arrays.mp430.99 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/4. Storing the Market Data to an HDF5 Database/3. Insert Data to a Dataset.mp429.15 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/4. Request the List of Symbols.mp429.02 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/3. Run Your First C++ Program.mp428.4 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/7. Backtesting Optimization/8. Create the Next Generation.mp426.76 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/2. On-Balance Volume Trading Strategy.mp425.54 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/5. Ichimoku Trading Strategy.mp424.74 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/1. Introduction/1. Why Is Backtesting Essential.mp424.7 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/5. Strategy Backtesting With Python/7. Support & Resistance Trading Strategy.mp422.33 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/2. Setting Up the Coding Environment/2. Install and Configure PyCharm.mp421.86 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/1. What is an API and How to Use it.mp419.45 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/3. Market Data Collection/2. Create an Entry Point Logger Exchange Class.mp419.1 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/6. High-performance Backtesting with C++/9. Parabolic SAR Trading Strategy.mp416.97 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/4. Storing the Market Data to an HDF5 Database/2. Create an HDF5 Dataset With h5py.mp412.94 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/1. Introduction/3. Course Organization.mp412.22 MiB
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[TutsNode.com] - Backtesting Crypto Trading Strategies with Python & C++ 2021/2. Setting Up the Coding Environment/1. Install Python 3.mp410.49 MiB