Browsing: Data Science

How to choose it and minimize your neural network training time.Image source: unsplash.com.Developing any machine learning model involves a rigorous experimental process that follows the idea-experiment-evaluation…

Part 2 of the series on strategic data analysisThis is part of a series on Strategic Data Analysis.Strategic Data Analysis (Part 1)Strategic Data Analysis for Descriptive…

With PyTorch codeIn the rapidly evolving field of natural language processing, Transformers have emerged as dominant models, demonstrating remarkable performance across a wide range of sequence…

Quantization-aware fine-tuningIllustration by the author — Made with images from Pixabay (1,2)State-of-the-art large language models (LLMs) are pre-trained with billions of parameters. While pre-trained LLMs can…

Shedding light on the scope of work expectations for junior, mid-level, and senior data scientistsPhoto by Edvard Alexander Rølvaag on UnsplashExperience and technical expertise play a…

Explaining why neural networks can learn (nearly) anything and everythingPhoto by Google DeepMind: https://www.pexels.com/photo/an-artist-s-illustration-of-artificial-intelligence-ai-this-image-was-inspired-by-neural-networks-used-in-deep-learning-it-was-created-by-novoto-studio-as-part-of-the-visualising-ai-pr-17483874/In my previous article, we introduced the multi-layer perceptron (MLP), which is just…

Improve time series forecast performance with a technique from signal processingModeling time series data and forecasting it are complex topics. There are many techniques that could…

Using and working with abstraction to do interesting things with the Julia languageimage by authorintroductionOne of the things I find fascinating about the exploration of different…

A few experiments making GPT-4 solve math problems in 16 different languagesImage created by author using Midjourney.It is said that mathematics is a universal language —…

Let’s learn about undersampling and how it helps solve class imbalanceWe have formally explained earlier the effect of class imbalance and its causes and we also…