Articles

The Essential Daily Routine for Job Seekers in 2025

A structured daily framework for job seekers — how to stay productive, sharpen your skills, and maintain momentum through the highs and lows of the search.

AI-Generated Prompt Derived from Human Labels

Implementing GenAI-generated text classification labels based on human-labeled ground truth to ensure high-quality labels from the first iteration.

Breaking into Product from Consulting: A Personal Journey

After 3.5 years driving AI and data science solutions as a consultant, what I learned transitioning to a product insights team — and what surprised me most.

Integrating Generative AI with Human Expertise

Finding the right balance between AI's capabilities and human insight as organizations integrate generative AI more deeply into their workflows.

Zero-Shot Learning and Human Analogical Reasoning

Exploring the striking resemblance between how humans reason by analogy and how ML algorithms tackle zero-shot learning — a fascinating parallel.

Unlocking Document Intelligence: Azure Chatbot — Part 2 (Q&A)

Querying the existing vector store using natural language questions that drive the heart of a full-stack document processing pipeline.

Unlocking Document Intelligence: Azure Chatbot — Part 1 (Embedding)

Building a robust document embedding mechanism and vector store using Azure — setting the stage for intelligent document retrieval at scale.

Build Your First Generative AI Chatbot

Learn how to integrate a pre-trained LLM with your database to build a chatbot for efficient domain-specific query responses.

Set Operations on Python DataFrames

Understanding set theory concepts — join, union, difference, intersection — and how to apply them efficiently on Python DataFrames for data wrangling.

NLP Use Case With AWS Comprehend

A practical walkthrough of building an NLP pipeline using AWS Comprehend for entity recognition, sentiment analysis, and key phrase extraction.

AWS Certified Machine Learning Specialty — Resources & Experience

A breakdown of study resources, exam strategies, and personal experience preparing for the AWS Certified Machine Learning Specialty exam.

One Year as Data Analytics Consultant — What's Unique About It?

Reflections on a year of client-facing data analytics consulting — the fast pace, the impact, the context-switching, and what makes it genuinely unique.

5 Reasons to Start Journaling Today

Why journaling transformed my thinking, creativity, and mental clarity — and five compelling reasons to pick up a pen and start your own practice.

Advanced Project Ideas for Data Science Graduates to Ease Their Job Search

Curated list of impactful data science project ideas that stand out to hiring managers and bridge the gap between academia and industry.

Data Science Job Search — What Worked for Me?

Real strategies, honest reflections, and practical advice from a successful data science job search — what actually moved the needle.

Ways to Evaluate Regression Models

A practical guide to the key metrics and methods used to evaluate regression model performance — from R² to RMSE and beyond.

Publish Python Project Documentation on Confluence/HTML Using Sphinx

Step-by-step guide to generating beautiful, auto-updated project documentation from Python docstrings using Sphinx and publishing to Confluence or HTML.

Entire Application and Admission Process for Master's in the USA

A comprehensive guide covering GRE prep, university selection, SOP writing, funding, and everything you need to know about applying for a US Master's program.

Scatter Correction and Outlier Detection in NIR Spectroscopy

Applying statistical techniques and data preprocessing methods for scatter correction and outlier detection in near-infrared spectroscopy datasets.