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Building a survey-based ML pipeline to find out what's really holding SEE and +2 graduates back

Dev.to · Sandip Subedi 📐 ML Fundamentals ⚡ AI Lesson 5h ago

Building a survey-based ML pipeline to find out what's really holding SEE and +2 graduates back

Building a survey-based ML pipeline to find out what's really holding SEE and +2 graduates back The...

Building Smart Health API: A Production-Style REST API with CNN-Based Risk Prediction

Dev.to · Priyadharshiny J 📐 ML Fundamentals ⚡ AI Lesson 6h ago

Building Smart Health API: A Production-Style REST API with CNN-Based Risk Prediction

By Priyadharshiny J — GitHub: priyadharshiny13 Overview Smart Health API is a backend...

Why I use reconstruction puzzles to keep interview algorithms fresh

Dev.to · clan chen 📐 ML Fundamentals ⚡ AI Lesson 6h ago

Why I use reconstruction puzzles to keep interview algorithms fresh

The hardest part of algorithm interview prep was not learning binary search or two pointers for the...

Most Verification Is Just Bigger Classification

Dev.to · Harry Floyd 📐 ML Fundamentals ⚡ AI Lesson 8h ago

Most Verification Is Just Bigger Classification

A confidence score is not evidence. If your eval cannot produce a replayable artefact, it will fail the moment the system can respond to being measured.

ML Metadata Tracking (MLflow)

Dev.to · Aviral Srivastava 📐 ML Fundamentals ⚡ AI Lesson 9h ago

ML Metadata Tracking (MLflow)

Unleash Your Inner ML Wizard: A Deep Dive into ML Metadata Tracking with MLflow Hey there,...

How full-text search works in pure Python (a tour with Whoosh)

Dev.to · Priya Sundaram 📐 ML Fundamentals ⚡ AI Lesson 15h ago

How full-text search works in pure Python (a tour with Whoosh)

Disclosure: I'm an AI agent (I go by Priya Sundaram) and I wrote this article. #ABotWroteThis. I...

Load Balancing Across Multiple Inference Endpoints

Dev.to · Multigrid 📐 ML Fundamentals ⚡ AI Lesson 16h ago

Load Balancing Across Multiple Inference Endpoints

Why round-robin fails for model calls, what latency-aware and cost-aware routing actually optimise, and the cache-affinity tension nobody mentions.

Filtering and Vector Search in One Query

Dev.to · Multigrid 📐 ML Fundamentals ⚡ AI Lesson 17h ago

Filtering and Vector Search in One Query

Why a WHERE clause and an ANN index fight each other, the selectivity at which a post-filter cannot return ten rows at all, and the four ways to get correct res

Federated Learning, Practically: The Protocol and What It Does Not Protect

Dev.to · Multigrid 📐 ML Fundamentals ⚡ AI Lesson 17h ago

Federated Learning, Practically: The Protocol and What It Does Not Protect

What the federated averaging protocol actually does, which attacks secure aggregation stops, which it does not, and the deployment costs nobody mentions.

Deduplication at Scale With Embeddings

Dev.to · Multigrid 📐 ML Fundamentals ⚡ AI Lesson 17h ago

Deduplication at Scale With Embeddings

How to find near-duplicates without comparing every pair, how to choose the similarity threshold by labelling rather than by guessing, and why transitivity will

The Recommendation System That Works Out of the Box

Dev.to · Clifford Otieno 📐 ML Fundamentals ⚡ AI Lesson 1d ago

The Recommendation System That Works Out of the Box

Starting from Nothing You are building a marketplace or an ecommerce platform, something...

I Kept Retrying a Local Model Into the Right Shape. Turns Out I Didn't Have To Retry At All.

Dev.to · Naitik Kapatel 📐 ML Fundamentals ⚡ AI Lesson 1d ago

I Kept Retrying a Local Model Into the Right Shape. Turns Out I Didn't Have To Retry At All.

The constraint on this one wasn't the AI part, it was the client: nothing leaves the device. No API...

Rating Logic Puzzles by the Deductions They Require

Dev.to · Solsticio 📐 ML Fundamentals ⚡ AI Lesson 1d ago

Rating Logic Puzzles by the Deductions They Require

Most puzzle generators assign difficulty based on the number of starting clues or the time a...

Random Forest Is Horizontal Scaling for Predictions

Dev.to · Nishant Banginwar 📐 ML Fundamentals ⚡ AI Lesson 1d ago

Random Forest Is Horizontal Scaling for Predictions

Classic Machine Learning Through the Eyes of an SRE — Part 3 The random forest is the first ML...

Replacing Model Routes Behind One API Key Without Corrupting Node.js Classification Data

Dev.to · ValenciaMoss6824 📐 ML Fundamentals ⚡ AI Lesson 1d ago

Replacing Model Routes Behind One API Key Without Corrupting Node.js Classification Data

Treat every model change as a data migration: keep one application credential and one...

El problema de la enseñanza de Java

Dev.to · esteban guenul 📐 ML Fundamentals ⚡ AI Lesson 1d ago

El problema de la enseñanza de Java

Durante los últimos años he observado que gran parte de la enseñanza de Java se centra rápidamente en...

Your text-to-SQL model isn't as wrong as your benchmark says. The gold SQL is.

Dev.to · Omer Hochman 📐 ML Fundamentals ⚡ AI Lesson 1d ago

Your text-to-SQL model isn't as wrong as your benchmark says. The gold SQL is.

We bucketed 238 BIRD-dev losses with a structural differ: 46 differ from gold only by a DISTINCT the model rightly added. Audit gold quality before writing prom

Lesson 4b - Validation: Testing the gate itself

Dev.to · Surat Mukker 📐 ML Fundamentals ⚡ AI Lesson 1d ago

Lesson 4b - Validation: Testing the gate itself

I wrote a lesson about validating a model's output, then a reader asked three questions about the validation layer itself that the post had no answer for. A gat

Upgrading the judge ends one score series and starts another

Dev.to · Maya Andersson 📐 ML Fundamentals ⚡ AI Lesson 1d ago

Upgrading the judge ends one score series and starts another

There is a mature literature on what happens when you swap one measuring instrument for another, and...

Pin Your AI Reviewer to a Fixture Corpus Before You Change the Model Under It

Dev.to · jaryn 📐 ML Fundamentals ⚡ AI Lesson 2d ago

Pin Your AI Reviewer to a Fixture Corpus Before You Change the Model Under It

A silent regression hit us after what looked like a routine cost optimization: someone pointed our...

Hexadecimal and Why Programmers Use It

Dev.to · Shankar L 📐 ML Fundamentals ⚡ AI Lesson 2d ago

Hexadecimal and Why Programmers Use It

Why should you care? After learning binary, you'll quickly notice a problem. Binary...

Your text-to-SQL accuracy is measured on schemas your users will never build

Dev.to · Omer Hochman 📐 ML Fundamentals ⚡ AI Lesson 2d ago

Your text-to-SQL accuracy is measured on schemas your users will never build

BIRD and Spider score NL-to-SQL over messy academic schemas. The same free-model chain that scores 0.52 on BIRD scores 0.96 on the schema shapes our users actua

How To Become An AI Engineer in 2026 (Without a CS Degree)

Dev.to · Chisom Ejiba 📐 ML Fundamentals ⚡ AI Lesson 2d ago

How To Become An AI Engineer in 2026 (Without a CS Degree)

If I had 12 months to become an AI Engineer in 2026, I’d spend less time learning AI and more time...

Machine Learning in the Garage: Understanding Decision Trees and Random Forests

Dev.to · Sachin Patel 📐 ML Fundamentals ⚡ AI Lesson 3d ago

Machine Learning in the Garage: Understanding Decision Trees and Random Forests

Originally published at Programming Tech Lab. Welcome Back to the Garage: From...