Exploiting Multithreading and Multiprocessing in Python as a Data Scientist

Exploiting Multithreading and Multiprocessing in Python as a Data Scientist

We are living in an age where every day about 500 million tweets are being sent out, every hour about 4 million photos are being uploaded to Instagram, every minute about 300 hours of video is being uploaded to YouTube

We are living in an age where every day about 500 million tweets are being sent out, every hour about 4 million photos are being uploaded to Instagram, every minute about 300 hours of video is being uploaded to YouTube, every second about 750,000 messages are being sent in WhatsApp, every millisecond about 2900 emails are being sent and the list goes on. The amount of data collected per day by 2025 is estimated to be about 463 exabytes!. Developing machine learning or deep learning algorithms that consume such voluminous data is going to be a challenge for data scientists. At this point, it becomes quite imperative to develop these algorithms efficiently so that they can process the data at a faster rate (of course we need better hardware to run these algorithms, but let’s just leave that to NVIDIA folks!). And this is where parallel computing comes into picture. As the name says, it a type of computation in which execution of calculations or processes are done simultaneously, resulting in a significant boost in the performance of the algorithm. Multiprocessing and Threading are two inbuilt modules in Python that allows us to perform parallel computing. In this article, we will explore how data scientists can make use of these modules to speed up their pipelines. Towards the end of this article, we will apply these techniques to two well-known areas in deep learning namely, Computer Vision and Natural Language Processing and see the benefits of parallel computing.

multiprocessing data-science python

Bootstrap 5 Complete Course with Examples

Bootstrap 5 Tutorial - Bootstrap 5 Crash Course for Beginners

Nest.JS Tutorial for Beginners

Hello Vue 3: A First Look at Vue 3 and the Composition API

Building a simple Applications with Vue 3

Deno Crash Course: Explore Deno and Create a full REST API with Deno

How to Build a Real-time Chat App with Deno and WebSockets

Convert HTML to Markdown Online

HTML entity encoder decoder Online

Applied Data Science with Python Certification Training Course -IgmGuru

Master Applied Data Science with Python and get noticed by the top Hiring Companies with IgmGuru's Data Science with Python Certification Program. Enroll Now

50 Data Science Jobs That Opened Just Last Week

Data Science and Analytics market evolves to adapt to the constantly changing economic and business environments. Our latest survey report suggests that as the overall Data Science and Analytics market evolves to adapt to the constantly changing economic and business environments, data scientists and AI practitioners should be aware of the skills and tools that the broader community is working on. A good grip in these skills will further help data science enthusiasts to get the best jobs that various industries in their data science functions are offering.

Basic Data Types in Python | Python Web Development For Beginners

In the programming world, Data types play an important role. Each Variable is stored in different data types and responsible for various functions. Python had two different objects, and They are mutable and immutable objects.

Data Science With Python | Python For Data Science | Data Science For Beginners

This Data Science with Python Tutorial will help you understand what is Data Science, basics of Python for data analysis, why learn Python, how to install Python, Python libraries for data analysis, exploratory analysis using Pandas, introduction to series and dataframe, loan prediction problem, data wrangling using Pandas, building a predictive model using Scikit-Learn and implementing logistic regression model using Python.

Data Science Course in Dallas

Become a data analysis expert using the R programming language in this [data science](https://360digitmg.com/usa/data-science-using-python-and-r-programming-in-dallas "data science") certification training in Dallas, TX. You will master data...