Audio source separation (vocal remover) system based on Deep Learning

12 mins read Table of Contents: Introduction Are you looking for that instrumental version of your favorite song? Or are you a DJ […]

A simple tutorial on Sampling Importance and Monte Carlo with Python codes

16 mins read Introduction In this post, I’m going to explain the importance sampling. Importance sampling is an approximation method instead of a […]

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 […]

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 […]

Walk-forward optimization for algorithmic trading strategies on cloud architecture

11 mins read Table of Contents: Introduction Terminology Walk-forward Optimization Design of walk-forwards The Architecture Configuring cloud machines using Ansible Docker Swarm Optimization […]

Run spark-submit for Apache Spark (PySpark) using Docker

3 mins read Pre-Requisites docker-compose file Below is a docker-compose file to set up a Spark cluster with 1 master and 2 worker […]

Coursera Deep Learning Specialization Notes

3 mins read A couple of years ago I completed Deep Learning Specialization taught by AI pioneer Andrew Ng. I found this series […]

Machine Learning for Big Data using PySpark with real-world projects

10 mins read Introduction I have prepared a GitHub Repository that provides a set of self-study tutorials on Machine Learning for big data […]

How to determine epsilon and MinPts parameters of DBSCAN clustering

9 mins read Parameters are an important aspect of any data mining task since they have a specific impact on the algorithm’s behavior. […]

Repository for implementation of statistics concepts for Data Science in Python

3 mins read The field of statistics is becoming increasingly important in the world of data science and machine learning. I have recently […]