The complete timeline of how a non-technical founder went from tinkering with RAG systems to building multiple AI platforms, getting calls from Google, and creating a sustainable tech business

Overview

Imbalanced-learn is a Python package offering a number of re-sampling techniques commonly used in datasets showing strong between-class imbalance. It is compatible with scikit-learn and is part of the scikit-learn-contrib projects.

Why Imbalanced-learn Matters

In real-world datasets, it’s common to have imbalanced classes where one class significantly outnumbers others. This creates challenges:

• Credit Card Fraud: 99.9% legitimate transactions vs 0.1% fraudulent
• Medical Diagnosis: Rare diseases with few positive cases
• Manufacturing Defects: Most products pass quality control
• Customer Churn: Typically only 2-5% of customers churn

Standard machine learning algorithms often fail on imbalanced datasets, predicting only the majority class.

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Free comprehensive AI Engineering curriculum covering prompt engineering, RAG, fine-tuning, and enterprise deployment. Based on cutting-edge industry practices.

Exploring and brainstorming multi-agent architecture patterns for building scalable AI systems.

Timestamp: 2025-09-11 15:45:00

Revolutionary AI Platform Features: A Technical Preview

Our development team has been working on the most comprehensive AI diagnostic platform ever built. Here’s an exclusive preview of the revolutionary features rolling out this quarter.

🎥 Industry-First Video Diagnostics with AI Analysis

The Innovation: Real-time video recording with synchronized audio and AI-powered quality validation.

Technical Specifications

• Recording Quality: HD/4K with professional compression
• Interface: Loom-style controls optimized for diagnostic workflows
• AI Integration: Automatic audio transcription + visual analysis
• Quality Assurance: Real-time validation preventing poor submissions

Business Applications

• Equipment Demonstrations: Show operational problems in real-time
• Training Documentation: Record diagnostic procedures step-by-step
• Remote Diagnostics: Visual inspection without on-site visits
• Compliance Recording: Document safety and procedure adherence

Development Approach: 107 detailed implementation tasks with comprehensive testing suites

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Deep dive forensic analysis of how DiagnosticPro evolved from a single database file to a $29.99 AI diagnostic platform through five distinct MVP stages. A masterclass in systematic innovation.

Like your favorite TV show season finale - catch up on everything that happened in Jeremy's epic 2025 tech transformation season

It’s been an intense but productive time here at Intent Solutions. Building a startup is a constant juggling act, and this week has been no exception.

High-Level Hustle

The momentum on the business front is exciting and, frankly, a bit overwhelming since getting a call from Google. It’s a reminder of the potential we’re tapping into. We’re also swinging for the fences and have submitted a request for Google Ad credits—we’ll see what happens!

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