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Journeying through the galaxy of bits and bytes.

Maximizing Python Code Efficiency: Strategies to Overcome Common Performance Hurdles

Navigating Nested Loops and Memory Challenges for Seamless Performance using Python Continue reading on Towards Data Science »

Enhancing Data Science Workflows: Mastering Version Control for Jupyter Notebooks

A hands-on guide to facilitate collaboration and reproducibility with Jupytext, nbstripout, and nbconvert Continue reading on Towards Data Science »

Hosting Multiple LLMs on a Single Endpoint

Utilize SageMaker Inference Components to Host Flan & Falcon in a Cost & Performance Efficient Manner Continue reading on Towards Data Science »

Implementation Details Of Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks

How to formally verify the bounds of your Neural Network Photo by NEOM on Unsplash Reluplex is an algorithm submitted to CAV in 2017 by Stanford University [1]. Reluplex accepts as input a neural network and a set of constraints on the

Practical Guide to Topic Modeling with LDA

Practical Guide to Topic Modeling with Latent Dirichlet Allocation (LDA) Get better results in up to 99% less training time Latent Dirichlet Allocation (LDA for short) is a mixed-membership (“soft clustering”) model that’s classically used to infer what a document is

Designing AI-Driven Software Engineering Teams

Gen AI is about to disrupt the way we develop applications today. Learn how it will impact tech teams and what we can do about it Source: DALL-E, and the author’s imagination Introduction Welcome to 2024! Change is in the air.

January Is for Challenging Yourself to Learn New Skills

You can start your data science journey at any time; expanding your skill set should be an ongoing, yearlong process. Still, even those of us who are skeptical of new year’s resolutions can’t deny the sense of excitement and opportunity

Convolutional Layer— Building Block of CNNs

What convolutional layers are and how they enable deep learning for computer vision Continue reading on Towards Data Science »

Building Your Model Is Not Enough — You Need To Sell It

5 Tips That Can Help Your Models Go Live In Production Continue reading on Towards Data Science »

4 Functions to Know If You Are Planning to Switch from Pandas to Polars

Both Pandas and Polars code are included Continue reading on Towards Data Science »