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ML Hub

Unlocking Supervised Learning: How Everyday Data Teaches AI to Predict and Classify

Get a guide to supervised learning—how models find patterns in labeled data, the difference between classification and regression, and surprising…

Sep 1

Master K-Nearest Neighbors (KNN): The Ultimate Guide to Intuition & Real-World Uses

Explore how K-Nearest Neighbors (KNN) works, its strengths and weaknesses, and discover practical applications across industries—all explained simply…

Aug 29

How Smart Imputation and Removal Can Save Your Machine Learning Models

Discover the secrets behind handling missing data without wrecking your predictions. Learn simple yet powerful techniques that data pros use every day!

Aug 25

Feature Scaling Explained: The Secret Sauce Behind Smarter Machine Learning Models

Unlock the power of Min-Max and Z-Score scaling to boost your model’s accuracy and speed. Discover why most beginners overlook this simple yet…

Aug 24 •

Unlocking Binary Decisions: The Hidden Power of Logistic Regression in Modern AI

Ever wondered why data scientists still reach for logistic regression—despite all the hype around neural networks? Discover the business-critical…

Aug 16 •

Analyst's Edge

The 3A Framework: A BA's Playbook for Mastering Difficult Stakeholder Conversations

Stop managing conflict and start building influence. A step-by-step system for turning any difficult conversation into a productive outcome.

Sep 10 •

Hypothesis-Driven Development: How Amazon & Duolingo Innovate with Data-Backed Experiments

Discover how Amazon and Duolingo use Hypothesis-Driven Development to deliver user-loved features efficiently. Learn the step-by-step process to test…

Aug 27 •

OKRs vs. KPIs: When to Use Each for Maximum Business Impact

Confused about whether to focus on OKRs or KPIs for your team or organization? This deep dive arms you with insider strategies to leverage each…

Aug 18 •

Hit the Reset Button: From Corporate Drone to Mindset Maven

How I turned my burnout into a blueprint for thriving professionals?

Aug 5 •

Why Most Product Teams Lose Focus (Even When They’re Busy Delivering)

Today’s teams aren’t failing due to poor execution. They’re failing because the work they execute isn’t aligned to meaningful outcomes

Aug 4 •

Recent posts

The Missing Link Between You and Machine Learning

Welcome to The Data Cell

Jan 31 •

The 3A Framework: A BA's Playbook for Mastering Difficult Stakeholder Conversations

Stop managing conflict and start building influence. A step-by-step system for turning any difficult conversation into a productive outcome.

Sep 10 •

Unlocking Supervised Learning: How Everyday Data Teaches AI to Predict and Classify

Get a guide to supervised learning—how models find patterns in labeled data, the difference between classification and regression, and surprising…

Sep 1

Master K-Nearest Neighbors (KNN): The Ultimate Guide to Intuition & Real-World Uses

Explore how K-Nearest Neighbors (KNN) works, its strengths and weaknesses, and discover practical applications across industries—all explained simply…

Aug 29

Hypothesis-Driven Development: How Amazon & Duolingo Innovate with Data-Backed Experiments

Discover how Amazon and Duolingo use Hypothesis-Driven Development to deliver user-loved features efficiently. Learn the step-by-step process to test…

Aug 27 •

How Smart Imputation and Removal Can Save Your Machine Learning Models

Discover the secrets behind handling missing data without wrecking your predictions. Learn simple yet powerful techniques that data pros use every day!

Aug 25

The Data Cell

The Data Cell

Your strategic guide to Business Analysis, AI, and Product Strategy. I help you master complex systems with actionable frameworks, deep dives, and templates—no fluff.

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