Chasm of AI Security Between Research and Products
· ☕ 4 min read
AI research continues to amaze us, but are those safe to use in products and services? Concerns about AI aligning with human goals have become real.
What Are Data, Machine Learning, and MLOps Pipelines?
· ☕ 3 min read
Data pipelines transport data to the warehouse/lake. Machine Learning pipelines transform data before training/inference. MLOps pipelines automate ML workflows.
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.
Should You Care About MLOps? Why and How Much?
· ☕ 4 min read
How to progressively adopt MLOps, but only as much as justified by your needs and RoI.
Machine Learning vs Traditional Software Development
· ☕ 5 min read
You define logic in traditional programs. Machine Learning extracts logic (models) from the data.
MLOps for Continuous Integration, Delivery, and Training
· ☕ 5 min read
Overview of MLOps, ML Pipeline, and ML Maturity Levels for continuous training, integration, and deployment.
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.
When to (Not) Use Machine Learning
· ☕ 3 min read
Machine Learning is no silver bullet. Here is how you can determine whether ML is. the right tool to solve your problem.
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.
5 Reasons Why 78% Machine Learning Projects Fail
· ☕ 6 min read
Why machine learning and data science projects fail, and what you can do to void it.