I will debug and diagnose your tensorflow keras deep learning model

Taiwan

I speak English

Machine Learning Research Engineer

I am an applied machine learning and computer vision engineer specializing in TensorFlow/Keras model debugging and generative-model analysis. I excel at isolating loss-function conflicts and optimizat...
About this Gig

Is your TensorFlow or Keras model training, but behaving incorrectly?


I specialize in diagnosing deep learning systems where the problem is not immediately obvious: unstable training, unexpected loss behavior, poor convergence, NaNs, gradient issues, suspicious metrics, architecture problems, or training/evaluation mismatches.

I can investigate:

  • TensorFlow and Keras models
  • Custom losses and training loops
  • Convergence and training stability
  • Gradient flow and numerical issues
  • Optimizer and hyperparameter behavior
  • Data pipeline and preprocessing problems
  • Evaluation and metric correctness
  • GAN and generative-model training
  • Reproducibility and experiment configuration

Depending on your package, I will provide a technical diagnosis, targeted code corrections, validation, and documented findings.


Each order covers one primary independent issue unless additional scope is purchased.

Please provide the relevant source code, error messages, logs/metrics, environment details, and a clear description of expected vs. observed behavior.

I focus on diagnosis and evidence-based engineering. Specific accuracy, convergence, or performance improvements cannot be guaranteed.

Expertise:

Image processing

•

Feature learning

•

Classification

Programming language:

Python

Tools:

Jupyter Notebook

•

OpenCV

•

TensorFlow

•

CVAT

•

Colab

Frameworks:

Scikit-learn

•

Keras

•

Panda

•

TensorFlow

•

Other