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Julia is a dynamic language in the tradition of Lisp, Perl, Python and Ruby. It aims to advance expressiveness and convenience for scientific and technical computing beyond that of environments like Matlab and NumPy, while simultaneously closing the performance gap with compiled languages like C, C++, Fortran and Java. Most high-performance dynamic language implementations have taken an existing interpreted language and worked to accelerate its execution. In creating Julia, we have reconsidered the basic language design, taking into account the capabilities of modern JIT compilers and the specific needs of technical computing. Our design includes: Multiple dispatch as the core language paradigm. Exposing a sophisticated type system including parametric dependent types. Dynamic type inference to generate fast code from programs with no declarations. Aggressive specialization of generated code for types encountered at run-time. Julia feels light and natural for data exploration and algorithm prototyping, but has performance that lets you deploy your prototypes.
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R is a strange, deeply flawed language that nevertheless has an enthusiastic and rapidly growing user base. What about R accounts for its popularity in its niche? What can language designers learn from R's success?
We are engaged in the design of a new object-oriented educational programming language called Grace. Our motivation is frustration with available languages, none of which seems to be suited to our target audience: students in the first two programming courses who are learning to program in an ob ...
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