Machine learning

NVIDIA's runtime safety framework for LLM applications.

Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and maximize…

Shrink a HuggingFace safetensors model to 1 hidden layer for fast debugging without loading the full model into memory.

Visualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile performance with TensorBoard - Google's ML…

Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B -…

Surfaces a single, genuinely relevant AWS Activate partner offer as optional context AFTER another AWS Startup Advisor skill has finalized its recommendation…

Use when the user wants to migrate code that calls OpenAI, Gemini/Google AI, or the Anthropic API to Amazon Bedrock — a pure model/SDK rewrite.

Operate a live AWS workload with AWS DevOps Agent — incident investigation, root-cause analysis, and release-readiness review — for startups with no dedicated…

Trains and fine-tunes vision models for object detection (D-FINE, RT-DETR v2, DETR, YOLOS), image classification (timm models — MobileNetV3, MobileViT…

Use Transformers.js to run state-of-the-art machine learning models directly in JavaScript/TypeScript.

Expert FinOps guidance for cloud, AI, and SaaS technology spend.

PyTorch library for audio generation including text-to-music (MusicGen) and text-to-sound (AudioGen).

Multi-cloud orchestration for ML workloads with automatic cost optimization.

State-of-the-art text-to-image generation with Stable Diffusion models via HuggingFace Diffusers.

Check live performance KPIs from connected analytics: RAG status, trends, actions.

Wire Promptfoo and DeepTeam into CI/CD for automated regression red-teaming of LLM apps against OWASP LLM Top 10 and OWASP Agentic presets, failing the build…

Design a critical thinking task targeting specific skills like evaluating evidence, identifying bias, or analysing arguments.

Design discipline-specific critical thinking tasks grounded in knowledge-contingent reasoning rather than generic skills.

Slow down interpretation from observation to action.

Design a structured outdoor learning sequence embedding curriculum objectives in an available outdoor space.

Guide for selecting the most appropriate foundation MLIP model based on simulation requirements.

Automate hyperparameter tuning for MLIPs (MACE, MatGL, FairChem) using an LLM-driven search framework.

Trustpilot customer reviews scraper for any company listed on trustpilot.com — given a company domain (e.g.

Publish and manage research papers on Hugging Face Hub.