tensorflow-model-trainer

Tensorflow Model Trainer - Auto-activating skill for ML Training. Triggers on: tensorflow model trainer, tensorflow model trainer Part of the ML Training skill category.

1.56x

Quality

Does it follow best practices?

Impact

100%

1.56x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./planned-skills/generated/07-ml-training/tensorflow-model-trainer/SKILL.md

Evaluation results

100%

46%

Flower Species Classifier

TensorFlow data prep and model training pipeline

Criteria

Without context

With context

Uses TensorFlow

100%

Data preparation step

100%

Train/test split

100%

Model definition

100%

Model compilation

100%

Model training call

100%

Model saved to disk

50%

100%

Evaluation metrics reported

100%

Model architecture in report

40%

100%

Script is self-contained

100%

Without context: $0.4597 · 1m 38s · 21 turns · 22 in / 6,594 out tokens

With context: $0.8713 · 3m 39s · 34 turns · 67 in / 9,296 out tokens

100%

12%

Sales Prediction Model Tuning

Hyperparameter tuning with experiment tracking

Criteria

Without context

With context

Uses TensorFlow

100%

Multiple hyperparameter configs

100%

Learning rate variation

100%

Architecture variation

100%

Validation split used

100%

Results CSV produced

100%

Best config JSON produced

100%

Best config identified correctly

100%

Data preparation in script

100%

Reproducibility seed

100%

Without context: $1.3017 · 3s · 1 turns · 3 in / 69 out tokens

With context: $1.1857 · 3s · 1 turns · 3 in / 120 out tokens

100%

49%

Heart Disease Risk Model: Training with Monitoring

Experiment tracking and production model saving

Criteria

Without context

With context

Uses TensorFlow

100%

Data preparation

100%

Train/validation/test split

100%

TensorFlow model built

100%

Model compiled correctly

100%

Training history captured

40%

100%

training_history.json produced

100%

Model saved to disk

50%

100%

Evaluation report produced

100%

Validation during training

33%

100%

Without context: $0.3628 · 2m 1s · 18 turns · 20 in / 6,195 out tokens

With context: $1.9846 · 1s · 1 turns · 3 in / 23 out tokens

Repository: jeremylongshore/claude-code-plugins-plus-skills
Commit: 0ad6004

Evaluated: 14 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Flower Species Classifier Sales Prediction Model Tuning Heart Disease Risk Model: Training with Monitoring

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