Cristian Cardellino
Notes of a Computer Scientist
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Spanish Billion Words Corpus and Embeddings
So, a year and a half since my last post. Even if I kind of update my page to be a blog from the root, shame on me.
This blog post however is not something related to what I did in the previous ones. I promise someday I will continue with my Python to Scala tutorials, but for now you’ll have to settle with this.
Since I am a PhD Student in Natural Language Processing and a native speaker of the Spanish language, I like to do my research in this language. The problem is that Spanish, unlike English, doesn’t...
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Why Did I Choose Scala?
So, on this entry I’ll put a halt on the series of tutorials I’ve been writing. Instead I think it’s time to give a personal opinion in why did I choose Scala as my new main language.
Before keep going on this, I’ll just state that this is a complete personal opinion on Scala, is completely subjective. The reason why I chose it is mine and doesn’t have to be your reason to choose it, but maybe you’ll find some useful insights on what advantages I think the language has.
So, a couple of friends and co-workers asked me “Why Scala over Python? (or any other language for that matter)”, I guess I’ve never answered with a full justification on why did I do it. Actually, I don’t think I have a real or valid justification more than “because I liked it”, but I do want to state some stuff that end up with me switching from a Python programmer to a Scala programmer.
From Python to Scala (IV): Arrays & ListBuffers
So, now you’ve learnt about Scala lists. As you could see in the previous examples, Scala has a very functional kind of lists, as these are immutable.
If you are ever to use Scala as a functional programming language this is the way to go. I really recommend you to, at least, try to learn this paradigm, as it is design purpose and has many advantages. But, then again, even now I sometimes go back to imperative programming in Scala myself because is more natural to me. Scala as imperative language is pretty similar to Java, so as a side effect I ended up learning how to read Java code (I knew some Java but only the basics, learning Scala my Java understanding improved a lot).
But, lets say that functional programming is way too much to deal with now and you want to know a type more similar to Python lists, the oldie but goodie mutable lists. You have a couple of options of data structures available in Scala, I’ll present two of the most commons.
Scala Arrays
Ok, if my university’s data structure teacher sees me presenting Scala arrays as an option for a “mutable” list he probably would take away my degree and force me to redo the Computer Sciences career all over again.
An array is not a list and will never be one. But, for someone who comes from a Python environment, it’s probably an easy option to replace a immutable list for a mutable version.
Arrays are the simplest and one of the oldest (if not the oldest) data structure you’ll ever face with. In fact, most high-level programming languages lists are internally implemented as arrays. If you’ve ever deal with a real old imperative programming language (I’m looking at you C developer), you are familiar to the concept of array. The thing is that Python doesn’t really have them (at least not internally, you’ll have to import a module for dealing with arrays).
Arrays have some pros and cons in programming, as every data structure. Among the most common pros of an array you’ll find the efficiency they carry in comparison to lists. As arrays are represented as collection of elements (of the same type) stored in a continuous space of memory. They differ from lists in that you’ll have an index for all the elements (which makes the access time of a constant order) and in general are faster to make operations than in lists which can have chunks of elements sparse in many places.
From Python to Scala (III): Lists
Following with the series in this crash course from Python to Scala, today I’ll introduce one of the most useful Scala’s data structures and make the comparison to Python.
Scala Lists
Starting off with one of the most used data structures in Scala (and in functional languages in general) and also the most common data structure in Python as well: the lists.
A list in Scala is a data structure to represent a collection of values of the same type. Lists are very used in Python, and the concept is quite similar in Scala, with a couple of exceptions. First, in Python are written as a list of comma-separated values between square brackets. The empty list, is represented as a pair of empty square brackets:
In Scala, a list is build with the use of a constructor of name List and the values passed by parameter to the constructor. The empty list is represented by the empty constructor:
From Python to Scala (II): Types, Variables & Values
Following my series of tutorial of Scala for Python programmers, I’ll start to talk about something most Python programmers don’t usually pay attention to because the language doesn’t require it to do so.
Scala Types
I’m talking about data types. It’s not that Python doesn’t have types for its variables, but as it is a dynamically typed programming language, you usually don’t care about the type of the variable. At least not unless you try to add a number and a letter: you cannot add apple and oranges, naturally you cannot add strings and numbers (not at least without conversion first):
In general terms, however, Python won’t bother about the type you are giving to your variables: actually, you won’t be able to declare a type for them as Python will infer it. So, this is perfectly normal for a Python program:
From Python to Scala (I): The Basics
This is the first post in a series in which I’ll try to give a nice insight for the Scala Language to a programmer with background in Python. I chose to do these posts since, at least when I started this series, the “Scala for people coming from Python” tutorial was a work in progress.
First of all I’ll state some of my background (in case you didn’t check my about page), in a kind of a disclaimer. There are people out there who are experts in Python. I’m not one of them. I only have a background of 4 years in this language, and only work with the 2.X version (started with 2.5 until 2.7). Never even try to learn Python 3. Also, there are experts on Scala as well, I’m not one of those either. In fact, my Scala knowledge is far from deep, I learned Scala at the end of last year and been using it since then (along with Python).
There are people out there who are experts in Python. I’m not one of them. […] Also, there are experts on Scala as well, I’m not one of those either.
Once you know this, I’ll just say I have enough knowledge of both Scala and Python to get by. I’ve done some projects in Django and some projects in Play Framework, but nothing really impressive. The reason I’m doing this set of tutorials is because when I started to learn Scala I didn’t have one and many times I end up in Stackoverflow looking for how to do in Scala things I did in Python.