Statistics Concept — The Birthday Paradox: A Conditional Probability Perspective
Author(s): Chao De-Yu Originally published on Towards AI. Why shared birthdays emerge much earlier than intuition suggests — via conditional probability, interactions, and Monte Carlo simulation in Python In probability, some results feel so counterintuitive that they almost seem wrong at first …
Stop Paying for API Keys: How to Build with Free and Fast LLMs
Author(s): Shreyas Naphad Originally published on Towards AI. Build, break and iterate without paying for a single mistake If you’re someone like me who regularly builds AI projects, you've likely faced the problem of API costs. I mean, it’s really disappointing when …
How Transaction Network Analysis Catches Laundering Patterns that Rule-Based Systems Miss
Author(s): Bhavesh Awalkar Originally published on Towards AI. How Transaction Network Analysis Catches Laundering Patterns that Rule-Based Systems Miss Money laundering moves an estimated $800 billion to $2 trillion through the global financial system every year. In the United States, financial institutions …
Sizing AI/ML Projects: A Repeatable Method That Tracks Reality
Author(s): Konrad “Stellars” Jelen Originally published on Towards AI. Sizing AI/ML Projects: A Repeatable Method That Tracks Reality Not the perfect estimate – a practical, repeatable methodology that has held up surprisingly well against what projects actually cost Why I am sharing …
The MLOps Component Nobody Builds in Their Portfolio (And Why It Matters Most)
Author(s): EMMANUEL NWANGUMA Originally published on Towards AI. The MLOps Component Nobody Builds in Their Portfolio (And Why It Matters Most) Most ML engineers know what a feature store is. Almost none have built one. Here’s everything I learned doing it from …
6 AI Terms Everyone Uses Right Now, But Almost Nobody Can Actually Explain
Author(s): Divy Yadav Originally published on Towards AI. Understanding these six concepts puts you ahead of most people learning AI in 2026. Most people can use words like RAG, embeddings, and context window in a sentence. Photo from ChatGPTThe article argues that …
Full-Stack Data Scientists for the Agentic Coding World
Author(s): Michael Shapiro MD MSc Originally published on Towards AI. The Next Evolution of Data Teams For years, building data products required a chain of specialists: data engineers, data scientists, software engineers, ML engineers, MLOps teams, and product managers. This specialization enabled …
Inside Palantir AIP: How the World’s Most Controversial AI Platform Actually Works
Author(s): Akash Dogra Originally published on Towards AI. Inside Palantir AIP: How the World’s Most Controversial AI Platform Actually Works Ontology-Augmented Generation, Apollo’s air-gapped deployments, and the k-LLM routing architecture — a deep technical teardown. This photograph taken on January 19, 2023 …
Stop Paying for ChatGPT: Your Laptop Can Run Powerful AI for Free
Author(s): Hartarto Originally published on Towards AI. The complete beginner’s guide to running powerful AI models locally — and becoming a power user in under a weekend. “What if I told you that the same kind of AI powering ChatGPT can run …
How to Make Your Enterprise AI-Ready Modernization with Data Fabric and MCP
Author(s): Tech Mahindra Originally published on Towards AI. How to Make Your Enterprise AI-Ready Modernization with Data Fabric and MCP Photo by Google DeepMind on pexel AI-Ready Modernization: The Data Bottleneck Still Persists Enterprises have invested heavily in modernization. The 6R approaches, …
The Only Recursion Guide Most Beginners Will Ever Need
Author(s): Shreyas Naphad Originally published on Towards AI. A beginner-friendly guide with simple examples and problems I started learning DSA 5 years ago and have solved more than 600 problems on Leetcode since then. Over the years, I have come across various …
The LLM Is the Cheapest Part: Why Enterprises Now Sell You the “Agent Harness”
Author(s): Vivek Acharya Originally published on Towards AI. “Harness” went from slang to paradigm in three weeks A client asked me a fair question last quarter: if a single model call costs a fraction of a cent, why is the agent platform …
Linear Regression : 33 Must Do Interview Questions
Author(s): Ananya Originally published on Towards AI. Linear Regression : 33 Must Do Interview Questions I write articles on Data Science, Finance and philosophy. In this one, I am focusing on one of the popular machine learning algorithms Linear Regression, if you …
Solving the Cold-Start Problem in Few-Shot Learning: From Prototypes to Production
Author(s): Akash Dogra Originally published on Towards AI. Solving the Cold-Start Problem in Few-Shot Learning: From Prototypes to Production Your model has three images. Your boss wants 99% accuracy. Here’s the engineering playbook that actually works. The Factory That Couldn’t Wait Picture …
The Modern Data Stack Is Broken — Here’s How to Fix It With AI, Governance, and Real Architecture
Author(s): Sunil kumar Reddy Originally published on Towards AI. The Modern Data Stack Is Broken — Here’s How to Fix It With AI, Governance, and Real Architecture There’s a painful gap between how most data talks are given and how data actually …