Educational Implementation · JavaScript

automatos-academy

Automatos Academy — A+ prep for AI-architecture certifications. The Automatos learning model: Learn → Build → Decide → Prove → Ready. Flagship track: Anthropic CCA-F.

Automatos AI@AutomatosAI · Atlas 65.6 · #10= builder

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What it is

Automatos Academy is a vanilla‑JS SPA with an Express server that delivers interactive lessons, quizzes, scenario simulations, and mock exams for AI architecture certification tracks. It provides a vendor‑agnostic content model and authoring workflow for creating new tracks.

Scored from the code at its last scan, 27 Oct 2026. How merit is scored

Where it counts

Machine Learning80%
NLP & LLMs60%
Data Science30%
Computer Vision20%
AI Agents20%
MLOps20%

How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.

Around it on the Machine Learning board

Whole board

RankProjectBuilderFieldMerit

32, shared rankmines-livive-netTraining Experiment · JavaScriptThis repository provides a training and evaluation pipeline for reinforcement learning agents applied to the 8x8 Minesweeper game. It includes custom game environment, model architecture, training scripts (behavior cloning and REINFORCE), evaluation tools, and generates…57.4/100ImplementationJarad PeckenpaughMachine Learning
37chtbx-livive-netML Application · PythonThis repository provides a complete workflow for zero-shot voice cloning using the Chatterbox TTS library to generate web-optimized audio clips. It includes tools for recording reference audio, synthesizing speech, normalizing audio levels, and encoding output for deployment on…56.7/100ImplementationJarad PeckenpaughMachine Learning
38, shared rankpcap-ml-traffic-classifierML Application · PythonThis repository provides a machine learning-based network intrusion detection system that extracts L3/L4 features from PCAP files using Scapy and trains a CatBoost classifier to distinguish benign from malicious traffic. It includes a threat intelligence reporting feature that…56.2/100ImplementationPop AlexandruMachine Learning
38, shared rankautomatos-academyEducational Implementation · JavaScript56.2/100ImplementationAutomatos AIMachine Learning
40bf16-update-realization-in-transformersTraining Experiment · PythonThe repository investigates the behavior of AdamW optimizer in bfloat16 precision when fine-tuning a small language model (SmolLM2-135M) on GSM8K, by measuring the discrepancy between intended and realized weight updates through custom observer and analysis tools.55.8/100ImplementationRickMachine Learning

What it is

Where it counts

Around it on the Machine Learning board

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