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 […]
2022-04-18

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 […]
2022-04-12

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 […]
2022-04-08

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

Mel Spectrogram Explained with Python Code

6 mins read Signals A signal is a variation in a certain quantity over time. For audio, the quantity that varies is air pressure. How […]