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Duolingo - A guide for beginners and monolinguals

After fully completing the German duolingo tree, and starting the French tree, as well as dabbling in a handful of others, I feel that with this experience under my belt I can comfortably write a review/ guide on duolingo, and share what I have found in the ~1.5 years I have been consistently using it.
Firstly, a little background about myself. I am British, and up until early 2019, I spoke only English. I had learnt French previously at school for around 11 years, but it never interested me at the time, and I finished my French classes just before starting my GCSE's with either a B/C grade. I had also learnt Spanish for a period of time, around 2 years before my GCSE's, and whilst I started out strong, and genuinely thought I was going to carry it through to GCSE level, my progress quickly plummeted after around 1 year of learning. From between mid 2017 to early 2019, I was learning no languages, and maintained the assumption that I was probably not going to speak any other language except for English for the rest of my life, at least not to a conversational level anyway.
That changed in February 2019, where I took a trip to Germany and Austria with a handful of friends to go skiing. I will cut out the details, but effectively, during my stay in the Tirol region of Austria, I had a sudden urge and epiphany that I wanted to learn another language, and I felt that, with me being in Austria, German would be the one to start off with. I want to note that I had never learnt German before in my life, so it was absolutely fresh to me. But now, to Duolingo...
Duolingo is a great tool for beginners, and a superb tool for vocab refresh, but I HIGHLY RECOMMEND you use it in conjunction with other language learning tools and techniques. I should start out by being realistic with anyone reading this. Duolingo is not going to get you to fluency. Full stop. No ifs or buts. That isn't to say you should pack your things and go somewhere else to learn a language. Realistically, no online language learning app or website is going to get you to fluency. However, duolingo (and undoubtedly many other apps and websites) will get you to a good point of understanding of a language and will grant you the ability to use it conversationally providing you use external sources and techniques to facilitate your learning. Be that books, online research, immersion via skype/ discord etc, or joining an online course with a tutor. Duolingo on it's own does an ok job at explaining basic language rules, but if you are serious about learning a language, you must use external research and guidance to enhance your learning. I cannot speak for all language trees, but with the German tree at least, just a quick google search explaining a certain rule works wonders in comparison to how duolingo explains things. Duolingo is very much a repetition based platform, effectively making you remember and learn things via repetition and revision. This is great for getting rules and words to stick in your head, but not great when you don't fully understand a rule. It assumes you understand the rule, and then proceeds to bash it into your head until you can memorise it in and out. Like I say, this isn't inherently a bad thing, but if you don't understand the rule in the first place, it is going to create a lapse in that you can memorise certain words/ phrases, but not fully understand the context behind the word and how it's used, and as such this lapse will build up with time and you could get to half way down the tree before realising that the rule you thought you learnt earlier is actually incorrect. If you are unsure, google it. Ask on reddit. Make sure you fully understand the rule before moving on.
Duolingo will (providing you nail the understanding of your chosen language and proceed to revise often and regularly) get you to a decent level of language proficiency. I started learning German on duolingo not long after coming back from Austria and Germany, and I genuinely thought by the end of it, I would be fluent, and to some degree I wasn't wrong, but it is very important with duolingo to understand what I mean by fluent. Duolingo is not going to get you to C2 level of any language by the end of the tree. No way Jose! But providing you revise regularly, go over topics you don't understand as well, keep the language fresh in your mind, it will get you to a conversational level of language proficiency. For reference (and bear in mind I did a ton of research outside of duolingo whilst studying German), I went from absolute A1 in German, to B1 in around a year and three months. I can comfortably understand about 90% of everyday spoken German, and have little issue speaking it providing we aren't talking about a subject that I have little to no understanding of or about. This obviously won't pass in a school or work environment (usually C1 is required at least), but for using the language out and about on the streets of Germany/ Austria, providing you revise regularly, duolingo does a good job and giving you the tools to get to a good level of language proficiency that will serve you well day to day. It is then accurate to say that I can speak conversational German fluently; I make few errors, I don't stutter, my pronunciation is good, I can understand well, I can speak on a range of topics concisely, but actual fluency (C2) is another fish to fry. Duolingo will get you to fluent conversational, but not total fluency.
Duolingo will teach you different aspects of language proficiency in stages. Do not be afraid if your speaking and listening in a language are dreadful at first. Having revitalized my French recently (out of basic necessity for future university options in Montreal), I remembered that the exact same thing happened when I was learning German over a year before. Duolingo does a great job at getting your reading and writing skills up to scratch quickly and efficiently, but the lack of speaking and listening exercises in each tree make those two aspects of language proficiency generally the toughest to pick up. This is where you should take note of my first point. Find other resources to facilitate that; be it youtube, discord/ skype etc. Duolingo doesn't do a great job at improving your speaking and listening (although the duolingo stories are ok for improving your listening skills at an early stage, further building the foundation for improved listening skills as you progress through your tree). Bottom line, you will find your reading and writing skills pick up very quickly, but listening and speaking tend to lag behind generally speaking. Do not be afraid of this. After over a year and a half of learning German, I can tell you that there comes a point where you are so good at reading and writing that speaking comes complimentary, and understanding becomes easier (although still needs practice on youtube etc). You'll find when speaking, you can practically envision the sentences in your head, and so it becomes more like reading off a script that you have in your mind (which works wonders for beginners and monolinguists). As for listening, I implore everyone to give the easylanguages series a watch (easy German, easy French, easy Russian etc). They are great little videos with subtitles in English and your chosen language that will really help with both reading and listening.
Duolingo has a pretty strange way of teaching you things from a basics to advanced perspective. What I mean by this is that it is very difficult to class where you sit on the CEFR scale by the end of the tree, because duolingo teaches rules and grammar that exist at both A1 level, and C2 level, at different stages along the tree. What this means is that you will understand very basic grammar rules, but also pretty tricky C level rules by the time you are done with your tree. The problem this creates is that it means some rules (especially in the B levels) get skipped over, and you later have to learn what are essentially very easy rules to learn after you have learned the toughest parts of the language. This again is where I stress point 1. Use external sources. It will fill the gaps (for the most part). Duolingo's learning style is scatty, I won't lie. So please use external sources to aid your learning. Duolingo doesn't do a great job at organizing your learning, so unfortunately you'll need to do that yourself.
Duolingo is a very useful tool to use for beginners and monolinguists especially. It brings fun into language learning, and makes language learning for monolinguists especially something that is new and exciting. Something that rewards users for their time spent on the platform. I really cannot stress how useful duolingo is for beginners. But I equally cannot stress how important it is to understand the points I have written above. I have seen friends go into duolingo, only to quit a week later because they feel as if they aren't making progress. Progress with any language is slow. It takes time and effort, dedication and hard work. You must revise with duolingo often to maintain a good understanding of your language. That means discipline and scheduling. If you are really invested in learning a new language, these thing won't come as a surprise anyway. If you are brand new to learning languages, duolingo is a great tool to get you started, but go in with unrealistic expectations and come out disappointed. However, with the above already mentioned, hopefully you can go in with a better idea and understanding of how duolingo works, and what you can expect to get out of it. It is a great tool, so push on and go through the tree. You'd be surprised how far you can get with it providing you have realistic expectations and stay motivated.

Edit: I HAVE JUST REMEMBERED SOMETHING! A lot of you have asked for external resources and what I used to help with my German besides duolingo, and I have responded to many comments down below, but I just want to make a quick announcement to all those that are still looking for resources: watch Der Held der Steine on Youtube. For all those who know who he is, you may chuckle quietly in the back, but seriously, the guy is superb for listening practice! He is effectively a German toy shop owner in Frankfurt who does regular reviews of things like LEGO/ Cobi, and his German isn't too hard to understand either (although pretty quick). I would recommend you have a decent level of proficiency in listening first though, as stated above, it isn't his German accent that is the issue for beginners, it's the speed at which he talks. For any Germans here, you'll know the guy is a bit of a meme in Germany and some certain German meme subs, but generally speaking his content is great, and his German is great for practice! Give him a watch!
submitted by GanzOkeyDokey to duolingo

3.1 Quantitative trading programming language evaluation

3.1 Quantitative trading programming language evaluation


In Chapters 1 and 2, we learned the basics of quantitative trading and the uses of FMZ Quant tools. In this chapter, we will implement the actual trading strategies. If a worker wants to do something good, he must first sharpen his tools. To implement a trading strategy, you must first master a programming language. This section first introduces the mainstream programming languages ​​in quantitative trading, as well as the characteristics of each programming language itself.

What is a programming language?

Before learning a programming language, you must first understand the concept of "programming language." A programming language is a language that both humans and computers can understand. It is a standardized communication code. The purpose of a programming language is to use a human language to control a computer and tell the computer what we are going to do. The computer can execute instructions according to the programming language, and we can also write code to issue instructions to the computer.
Just as parents taught us to speak and teach us how to understand what other people are saying. After a long period of edification and self-learning, we have learned to speak without knowing it, and can understand the meaning of other children talking. There are many languages, including Chinese, English, French, etc., such as:
  • Chinese: 世界你好
  • English: Hello World
  • French: Bonjour tout le monde
If you use the programming language to display "Hello World" on your computer screen, this is the case:
  • C language: puts ("Hello World");
  • Java language: System.out.println("Hello World");
  • Python language: print ("Hello World")
You can see that computer languages ​​have their own specific rules, and there are many languages, and these language rules are the classification of programming languages ​​that we need to explain for you today. In each category, we only need to remember the most basic rules. We can use these programming languages ​​to communicate with the computer and let the computer run the corresponding strategy according to our instructions.

Programming language classification

In order to facilitate reference and comparison, choose the quantitative trading programming language that suits you. We will categorize the six most commonly used programming languages: Python, Matlab/R, C++, Java/C#, EasyLanguage, and Visual programming Language ( As shown below).

We rate them by functional ability, speed, extension and learning difficulty. A score from 1 to 5, for example, a score of 5 on the functional range means powerful, and 1 point means less functionality. (As shown above) Visual programming and EasyLanguage are easy to learn and very new; Python has powerful extension capabilities and is suitable for developing more complex trading strategies; C++ programming is the fastest and more suitable for high-frequency traders.
But for each programming language, the evaluation is mainly for the application in the field of quantitative trading. And with the subjective component of the individual. You are also welcome to explore them yourself, Next, we will start to introduce these programming languages ​​one by one.

Visual programming

Visual programming has been around for a long time, This kind of "what you see is what you get" programming idea, equipped with a variety of control modules, just by drag and drop, you can build code logic, complete the trading strategy design, the process is like building blocks.


As shown above, the same procedure is only a few lines of code on the FMZ Quant trading platform visual programming. This greatly reduces the programming threshold, especially for traders who don't understand programming at all, which is a great operating experience.
Because the underlying implementation strategy of this visual programming is converted to C++, it has little effect on the running speed of the program. However, the functionality and scalability are weak, and it is impossible to develop a trading strategy that is too complicated and too refined.


The so-called EasyLanguage refers to the programming language unique to some commercialized quantitative trading software. Although these languages ​​also have some object-oriented features, they are mainly scripted in the application. In terms of grammar, it is also very close to our natural language. For beginners of quantitative trading, using EasyLanguage as a starting point is a good choice. For example, the M language on FMZ Quant platform.
This kind of scripting language has no problem in strategy backtesting and real market in its specific software, but in terms of expansion, it is often limited. For example, strategy developers cannot call external APIs. And at the speed of running, this scripting language runs on its own virtual machine, and performance optimization is as good as Java/C#.


As shown in the figure below, on Stackoverflow, the number of mainstream programming language accesses has not changed much in recent years, and only Python is on a tremendous rise. Python can be used for web development, machine learning, deep learning, data analysis, etc. It has become the most versatile language because of its flexibility and openness. The same is true in the field of quantitative investment. At present, the global quantitative platforms are mostly based on Python.

Python's basic data structure lists and dictionaries are very powerful and can meet almost all needs of data analysis. If you need a faster, more comprehensive data structure, NumPy and SciPy are recommended. These two libraries are basically called the standard library for Python scientific computing.
For financial engineering, the more targeted library is Pandas, with two data structures, Series and DataFrame, which are ideal for processing time series.
In terms of speed, Python is in the middle of the game, slower than C++, and faster than the EasyLanguage, mainly because Python is a dynamic language that runs at the normal speed as a pure Python language. But you can use Cython to statically optimize some functions to get close to the speed of C++.
As a glue language, Python is the number one in terms of scalability. In addition to being able to interface with other languages ​​extensively, the design of the extension API is very easy to use. In terms of learning difficulty, Python has a simple syntax, high code readability, and easy entry.


Then there is Matlab and R language. These two languages ​​are mainly oriented to data analysis. Language creator have done a lot of design for scientific operations in grammar, which is characterized by natural support for quantitative trading operations. However, the application range is limited, and it is generally used for data analysis and strategy backtesting. For trading system and strategy algorithm development, its ease of use and stability are less.
In addition, their speed and scalability are relatively poor, because Matlab and R language run on a unique language virtual machine. In terms of performance, their virtual machines are much worse than Java and C#. But because their grammar is closer to the mathematical expression formula, it is relatively easy to learn.


C++ is a general-purpose programming language that supports multiple programming patterns such as procedural programming, data abstraction, object-oriented programming, generic programming, and design patterns. You can implement all the functions you want to achieve in C++, but the biggest drawback of such a powerful language is that it is very difficult to learn, such as templates, pointers, memory leaks, and so on.
At present, C++ is still the preferred programming language for high-capacity, high-frequency trading. The reason is simple. Because C++ language features are easier to access the underlying layer of the computer, it is the most effective tool for developing high-performance backtesting and execution systems that process large amounts of data.


Java/C# are static languages ​​that run on virtual machines. Compared with C++, there is no array out of bounds, no coredump, thrown exceptions can accurately locate the error code, bring automatic garbage collection mechanism, no need to worry about memory Leak and so on. So in terms of grammar learning difficulty, they are also easier than C++. In terms of speed, because their virtual machines come with JIT functions compiled at runtime, the speed is just second only to C++.
But in terms of functionality, it is impossible to optimize the underlying trading system like C++. In terms of expansion performance, it is weaker than C++, because their extension needs to pass the C bridge, and the two languages ​​themselves run on the virtual machine, so when expanding the function module, you need to cross one more Layer wall.

To sum up

However, in the end, the quantitative programming language is not important, the important thing is the idea. The FMZ Quant M language and visual programming language are completely no problem as a stepping stone to the entry of quantitative trading. After the basics, the improvement is to continuously explore different market conditions and try to use more underlying language, such as C++.
“Design your strategy and trade your ideas.” From this perspective, the core of quantitative trading is still trading ideas. As a quantitative trader, you not only need to master the basic grammar and functions of the strategy writing platform, but also need to understand the trading concept in actual combat. Quantitative trading is only a tool and a carrier to embody different trading concepts.
submitted by FmzQuant to CryptoCurrencyTrading

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