I will build production ready time series forecasting models

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5.0

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Automation and AI Engineer bridging advanced data science with reliable cloud infrastructure. The focus is on architecting robust, production-ready backend systems rather than isolated scripts. Core e...
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A predictive model is useless if it only lives in a Jupyter Notebook. You need production-ready AI.


Instead of just running basic statistical forecasts, I specialize in transforming raw historical data into scalable, deployed forecasting engines. From hyperparameter tuning to real-time API endpoints, I build end-to-end pipelines ready to be integrated into your business logic, whether you are predicting retail sales or high-frequency IoT sensor data.


Advanced Forecasting & ML:

  • Deep Learning & Modern AI: Neural Prophet (Specialty), LSTM, GRU.
  • Traditional & Statistical: ARIMAX, GMM, GARCH.
  • Tree-Based: XGBoost, Random Forest.
  • Hyperparameter Tuning: State-of-the-art optimization using Optuna for maximum accuracy.


The Production Pipeline (The Real Value):

  • Model Registry: Tracking and versioning with MLflow.
  • Time-Series Databases: Integration with TimeScaleDB or InfluxDB.
  • Backend API: Exposing your model via FastAPI for seamless software integration.
  • Visualization: Standalone interactive web apps (Streamlit, Plotly) or live monitoring dashboards (Grafana).


IMPORTANT: Every dataset and business goal is unique. Please message me before ordering.

Experiencia:

Clasificación

•

agrupación

•

Árboles de decisiones

Lenguaje de programación:

Python

•

SQL

•

Colab

Marcos:

Scikit-learn

•

Google ML Kit

•

keras

•

PyTorch

•

Panda

Herramientas:

Jupyter Notebook

•

TensorFlow

•

Excel

•

MLflow

•

Colab

Mi porfolio

Reseñas

14 comentarios sobre este Servicio
5.0

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(1)
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    5
  • Calidad de la entrega
    5
  • Valor de la entrega
    5
Ordenar por
Más relevante
  • R

    rez_al

    BE

    Bélgica

    5

    brilliant as always :)

    USD 200-USD 400

    $

    2 semanas

    Tiempo

    Útil?
    Sí
    No
  • R

    rez_al

    BE

    Bélgica

    5

    brilliant, thank you Carlos

    USD 50-USD 100

    $

    8 días

    Tiempo

    Útil?
    Sí
    No
  • R

    rez_al

    BE

    Bélgica

    5

    brilliant work as always :)

    USD 100-USD 200

    $

    8 días

    Tiempo

    Útil?
    Sí
    No
  • R

    rez_al

    BE

    Bélgica

    5

    ongoing excecllent work from Carlos

    USD 50-USD 100

    $

    8 días

    Tiempo

    Útil?
    Sí
    No
  • P

    poojashree_7

    IN

    India

    1

    Even though the requirements are clear, he is not able to understand the requirements of the projects. He couldn't even give a decent accuracy for the time series forecasting model. The money and time spent on him is totally waste. Poor in the forecast. poor in understanding and effort taking. I definitely, not recommend him for time series forecasting.

    USD 50-USD 100

    $

    7 días

    Tiempo

    C
    image-docs

    Respuesta del Freelancer

    Útil?
    Sí
    No
Reseñas

14 comentarios sobre este Servicio
5.0

(13)
(0)
(0)
(0)
(1)
Desglose de calificaciones
  • Nivel de comunicación del Freelancer
    5
  • Calidad de la entrega
    5
  • Valor de la entrega
    5
Ordenar por
Más relevante
  • R

    rez_al

    BE

    Bélgica

    5

    brilliant as always :)

    USD 200-USD 400

    $

    2 semanas

    Tiempo

    Útil?
    Sí
    No
  • R

    rez_al

    BE

    Bélgica

    5

    brilliant, thank you Carlos

    USD 50-USD 100

    $

    8 días

    Tiempo

    Útil?
    Sí
    No
  • R

    rez_al

    BE

    Bélgica

    5

    brilliant work as always :)

    USD 100-USD 200

    $

    8 días

    Tiempo

    Útil?
    Sí
    No
  • R

    rez_al

    BE

    Bélgica

    5

    ongoing excecllent work from Carlos

    USD 50-USD 100

    $

    8 días

    Tiempo

    Útil?
    Sí
    No
  • P

    poojashree_7

    IN

    India

    1

    Even though the requirements are clear, he is not able to understand the requirements of the projects. He couldn't even give a decent accuracy for the time series forecasting model. The money and time spent on him is totally waste. Poor in the forecast. poor in understanding and effort taking. I definitely, not recommend him for time series forecasting.

    USD 50-USD 100

    $

    7 días

    Tiempo

    C
    image-docs

    Respuesta del Freelancer

    Útil?
    Sí
    No