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How do I get started with automated trading using programming languages?

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I've been interested in trading for a while now, and I've been trying to learn more about automated trading using programming languages like Python and Java. I have a basic understanding of programming concepts, but I'm not sure where to start when it comes to applying them to trading. I've been reading about different trading platforms and APIs, but it's all a bit overwhelming.

I've been trying to learn more about the different libraries and frameworks that are available for automated trading, such as Zipline and Backtrader. I've also been looking into different data feeds and how to connect to them using APIs. However, I'm not sure what the best approach is for a beginner like me.

I'd love to hear from anyone who has experience with automated trading using programming languages. Can you recommend any good resources for getting started, and are there any specific libraries or frameworks that you would recommend for a beginner? What are some common pitfalls that I should avoid when starting out with automated trading?

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Getting started with automated trading using programming languages can be a daunting task, especially with the numerous options available. But don't worry, I'm here to help you navigate through the process. First, it's essential to have a solid understanding of programming concepts, which you already have, so that's a great starting point.

When it comes to choosing a programming language, Python is a popular choice among traders due to its simplicity and the vast number of libraries available, such as Zipline and Backtrader, which you've already mentioned. These libraries provide a great foundation for building and testing trading strategies. Another excellent library is CCXT, which provides a unified API for interacting with various cryptocurrency exchanges.

To get started, I recommend checking out some online resources, such as the Zipline and Backtrader documentation, which provide excellent tutorials and examples to help you get started. You can also find many online courses and tutorials on platforms like Udemy and Coursera that cover automated trading using Python. Additionally, you can join online communities, such as Reddit's r/learnpython and r/algotrading, where you can connect with other traders and learn from their experiences.

When it comes to data feeds, you can use APIs from reputable sources, such as Quandl or Alpha Vantage, which provide historical and real-time market data. You can also use libraries like pandas and numpy to handle and analyze the data. For example, you can use the quandl

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