2022-05-01

Speed up Python code using Numba

27 mins read Python is an interpreter-based language hence it’s slow compared to other compiler-based languages like C/C++. Due to this python was […]
2022-04-27

A tutorial on TensorFlow 2 and Keras: From basics to deep neural networks

49 mins read Predictive modeling with deep learning is a skill that modern developers need to know. TensorFlow is the premier open-source deep […]
2022-04-27

Understanding and interpreting Residuals Plot for linear regression

27 mins read Interpreting Residual Plots to Improve Your Regression When you run a regression, calculating and plotting residuals help you understand and improve your […]
2022-04-24

Implementing Transformers step-by-step in PyTorch from scratch

14 mins read Doing away with clunky for-loops, the transformer instead finds a way to allow whole sentences to simultaneously enter the network […]
2022-04-18

A tutorial on purging Docker images, containers, networks, and volumes

6 mins read Purpose The purpose of this post is to learn how to easily delete images, containers, networks, and volumes from an […]
2022-04-17

Profile Memory Usage in Python using memory_profiler

14 mins read With the rise in the primary memory of computer systems, we generally do not run out of memory. This is […]
2022-04-14

What are Anchors, Aliases, and Extensions in Docker Compose YAML Files?

8 mins read Docker Compose files are a great way to define multiple containers and services that work together as a stack. But, […]
2022-04-12

A review on information theory concepts for machine learning: Entropy, Cross-Entropy, KL divergence, Information gain, and Mutual Information

58 mins read Information Theory Information theory is a field of study concerned with quantifying information for communication. It is a subfield of mathematics […]
2022-04-10

Understanding ROC and Precision-Recall curves

25 mins read It can be more flexible to predict probabilities of an observation belonging to each class in a classification problem rather […]
2022-04-09

Delving into GPT-2 and GPT-3 Language Models

32 mins read This year, we saw a dazzling application of machine learning. The OpenAI GPT-2 exhibited an impressive ability to write coherent and passionate […]
2022-04-08

Deploy Standalone (Single Node) MinIO server using Docker Compose on Linux

4 mins read MinIO is a high-performance object storage solution with native support for Kubernetes deployments that provides an Amazon Web Services S3-compatible […]
2022-03-30

Understanding Discrete Fourier Transformation with mathematics and Python codes

16 mins read Introduction The Fourier Transformation is applied in engineering to determine the dominant frequencies in a vibration signal. When the dominant […]
2022-03-28

Bulk Boto3 (bulkboto3): Python package for fast and parallel transferring a bulk of files to S3 based on boto3!

5 mins read Table of Contents: Introduction About bulkboto3 Getting Started Prerequisites Installation Usage Contributing Conclusion Introduction “How to transfer a bulk of […]
2022-03-28

A tutorial on data science project experimentation with Jupyter, Papermill, and MLflow

7 mins read Your company (e.g., an e-commerce platform across several countries) is starting a new project on fraud detection. You begin by […]
2022-03-28

Steps to package and publish Python codes to PyPI (pip)

6 mins read You wrote a new Python package that solves a specific problem and it’s now time to share it with the […]
2022-03-27

Interpreting coefficients of Dummy Variables in a Linear Regression Model

5 mins read Linear regression is a method we can use to quantify the relationship between one or more predictor variables and a response variable. […]
2022-03-26

Styling Pandas dataframes using Styler

7 mins read What is styling and why care? The basic idea behind styling is that a user will want to modify the way […]
2022-03-25

Different Python package import patterns using __init__.py file

10 mins read I have had a few conversations lately about Python packaging, particularly around structuring the import statements to access the various modules of […]
2022-03-24

Feature Importance calculation using Random Forest

5 mins read The feature importance (variable importance) describes which features are relevant. It can help with a better understanding of the solved […]
2022-03-24

When to avoid using Random Forest Regression?

8 mins read In this article, we’ll look at a major problem with using Random Forest for Regression which is extrapolation.  Random Forest Regression […]