We can't find the internet
Attempting to reconnect
Something went wrong!
Hang in there while we get back on track
Jim Pivarski - Thinking in arrays | SciPy 2023
Discover the benefits and limitations of array-oriented programming in this talk with Jim Pivarski, exploring the use of Julia and NumPy to write concise and efficient code for mathematical operations.
- Array-oriented programming is a way to think about mathematical operations on arrays, and it is a high-level abstractions that allows for efficient and concise code.
- The main benefit of array-oriented programming is that it allows for expressions to be written in a more concise and natural way, without the need for explicit loops and metadata.
- Jeremy Kisner’s comment is that array-oriented programming is a high-level SIMD, which is the idea that a single instruction can be applied to multiple data elements in parallel.
- Julia is a language that has been designed for array-oriented programming, and it has a special operator for matrix multiplication, which is called broadcasting.
- In Python, NumPy is the main library for array-oriented programming, and it has a lot of features that allow for concise and efficient code.
- The main limitation of array-oriented programming is that it is not as flexible as imperative programming, which is the idea that programs are written in terms of sequences of state changes.
- The main advantage of imperative programming is that it allows for full control over the flow of computation, but it can be verbose and inefficient.
- The idea is to use array-oriented programming when it is possible, and imperative programming when it is necessary.
- The concept of array-oriented programming is not new, and it has been around for a long time, but it has received renewed interest in recent years due to the development of new languages and libraries that support it.
- The main advantage of array-oriented programming is that it allows for concise and efficient code, and it is a high-level abstraction that allows for easy expression of mathematical operations.
- The main limitation of array-oriented programming is that it is not as flexible as imperative programming, and it requires a good understanding of the underlying data structures and operations.
- Array-oriented programming is a way to think about mathematical operations on arrays, and it is a high-level abstraction that allows for efficient and concise code.
- The main benefit of array-oriented programming is that it allows for expressions to be written in a more concise and natural way, without the need for explicit loops and metadata.
- The main limitation of array-oriented programming is that it is not as flexible as imperative programming, and it requires a good understanding of the underlying data structures and operations.
- The importance of,array-oriented programming is that it allows for a new way of thinking about mathematical operations, and it can be used to develop new algorithms and data structures.