Toolverse
All skills
Security

tensorboard

by davila7

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

Installation

Pick a client and clone the repository into its skills directory.

Installation

Quick info

Author
davila7
Category
Security
GitHub repo

About this skill

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

How to use

  1. Zainstaluj TensorBoard poleceniem pip install tensorboard. Jeśli pracujesz z PyTorch, zainstaluj również torch i torchvision. Dla TensorFlow wystarczy pip install tensorflow, ponieważ TensorBoard jest już w pakiecie.

  2. W kodzie treningowym zaimportuj SummaryWriter z biblioteki torch.utils.tensorboard (PyTorch) lub skonfiguruj callback TensorBoard w Keras (TensorFlow).

  3. Podczas treningu loguj metryki za pomocą writer.add_scalar() dla wartości skalarnych (strata, dokładność) lub writer.add_histogram() dla rozkładów wag. Określ ścieżkę do katalogu logów, np. 'runs/experiment_1'.

  4. Po zakończeniu treningu zamknij writer poleceniem writer.close().

  5. Uruchom TensorBoard z linii poleceń: tensorboard --logdir=runs, gdzie 'runs' to katalog zawierający logi. Narzędzie uruchomi się na http://localhost:6006.

  6. Otwórz przeglądarkę i przejdź na wskazany adres. Przejrzyj wykresy metryk, porównaj eksperymenty, analizuj histogramy i wizualizacje modelu.

Related skills

better-auth-best-practices

by novuhq

Skill for integrating Better Auth - the comprehensive TypeScript authentication framework.

Security
1148

1password

by openclaw

Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.

Security
1174

obsidian

by gapmiss

Comprehensive guidelines for Obsidian.md plugin development including all 27 ESLint rules, TypeScript best practices, memory management, API usage (requestUrl vs fetch), UI/UX standards, and submission requirements. Use when working with Obsidian plugins, main.ts files,

Security
14111

senior-security

by davila7

Comprehensive security engineering skill for application security, penetration testing, security architecture, and compliance auditing. Includes security assessment tools, threat modeling, crypto implementation, and security automation. Use when designing security architecture,

Security
2482

academic-researcher

by Shubhamsaboo

Academic research assistant for literature reviews, paper analysis, and scholarly writing.\nUse when: reviewing academic papers, conducting literature reviews, writing research summaries,\nanalyzing methodologies, formatting citations, or when user mentions academic research,

Security
1260

google-analytics

by davila7

Analyze Google Analytics data, review website performance metrics, identify traffic patterns, and suggest data-driven improvements. Use when the user asks about analytics, website metrics, traffic analysis, conversion rates, user behavior, or performance optimization.

Security
1260