📌 MLOps: Machine Learning Life Cycle
· ☕ 11 min read
MLOps Lifecycle strings model and software development together in an unified machine learning life cycle for CI/CD/CT of ML products.
📌 SQL vs. NoSQL Database: When to Use, How to Choose
· ☕ 12 min read
Difference between SQL and NoSQL database. When to choose NoSQL over SQL. Decision tree to pick from RDBMS, key-value, wide column, document, graph dbs.
📌 Scalable Efficient Big Data Pipeline Architecture
· ☕ 11 min read
Scalable and efficient data pipelines are as important for the success of data science and machine learning as reliable supply lines are for winning a war.
Machine Learning and MLOps Tools on Google Cloud
· ☕ 1 min read
Data and Machine Learning services on Google Cloud Platform (GCP) for end-to-end machine learning product lifecycle.
Survey of Machine Learning Lifecycle
· ☕ 15 min read
Survey of data science and machine learning lifecycle from resource-constrained batch data mining era to current MLOps era of CI/CD/CT at the cloud scale.
Serverless Computing on AWS, Azure, and Google Cloud
· ☕ 11 min read
Which is serverless in IaaS vs CaaS vs PaaS vs FaaS vs SaaS? And serverless compute on aws vs azure vs google cloud.
Types of SQL Joins: Inner, Left, Right, and Full
· ☕ 7 min read
Various types of SQL Joins: inner, left, right, full, and cross. Understanding SQL joins will help you in making them fast.
50 Public Datasets for Machine Learning Projects
· ☕ 9 min read
Best sources to find free real-world public datasets for your machine learning and data science projects.
Top 10 Programming Languages Portfolio
· ☕ 7 min read
Most popular programming languages for 2023: Top 10 programming languages and why you should have them in your portfolio.
Actionable Insights from 4 Types of Data Analytics
· ☕ 12 min read
How to collect data and extract actionable insights from descriptive, diagnostic, predictive, and prescriptive data analytics using the drivetrain approach