I will build production ready time series forecasting models

4.7
4.7

Italy

I speak English, Spanish, Italian

86 orders completed

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...

Level 1

Has met certain performance criteria and shows strong potential in the marketplace.

About this Gig

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.

Expertise:

Classification

Clustering

Decision trees

Programming language:

Python

SQL

Colab

Frameworks:

Scikit-learn

Google ML Kit

Keras

PyTorch

Panda

Tools:

Jupyter Notebook

TensorFlow

Excel

MLflow

Colab

My Portfolio

Reviews

12 reviews for this Gig
4.7

(11)
(0)
(0)
(0)
(1)
Rating Breakdown
  • Seller communication level
    4.7
  • Quality of delivery
    4.2
  • Value of delivery
    4.2
Sort By
Most relevant
  • R

    rez_al

    BE

    Belgium

    5

    brilliant, thank you Carlos

    $50-$100

    Price

    8 days

    Duration

    Helpful?
    Yes
    No
  • R

    rez_al

    BE

    Belgium

    5

    brilliant work as always :)

    $100-$200

    Price

    8 days

    Duration

    Helpful?
    Yes
    No
  • R

    rez_al

    BE

    Belgium

    5

    ongoing excecllent work from Carlos

    $50-$100

    Price

    8 days

    Duration

    Helpful?
    Yes
    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.

    $50-$100

    Price

    7 days

    Duration

    C
    image-docs

    Seller's Response

    Helpful?
    Yes
    No
  • C
    image-docs

    caterinaastarit

    BE

    Belgium

    5

    Carlos helped me with a backcasting procedure done with a state of art Machine Learning methodology. I appreciated the quality of communication of the result and the timeliness. We will collaborate in the future!

    Up to $50

    Price

    2 days

    Duration

    Helpful?
    Yes
    No
Reviews

12 reviews for this Gig
4.7

(11)
(0)
(0)
(0)
(1)
Rating Breakdown
  • Seller communication level
    4.7
  • Quality of delivery
    4.2
  • Value of delivery
    4.2
Sort By
Most relevant
  • R

    rez_al

    BE

    Belgium

    5

    brilliant, thank you Carlos

    $50-$100

    Price

    8 days

    Duration

    Helpful?
    Yes
    No
  • R

    rez_al

    BE

    Belgium

    5

    brilliant work as always :)

    $100-$200

    Price

    8 days

    Duration

    Helpful?
    Yes
    No
  • R

    rez_al

    BE

    Belgium

    5

    ongoing excecllent work from Carlos

    $50-$100

    Price

    8 days

    Duration

    Helpful?
    Yes
    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.

    $50-$100

    Price

    7 days

    Duration

    C
    image-docs

    Seller's Response

    Helpful?
    Yes
    No
  • C
    image-docs

    caterinaastarit

    BE

    Belgium

    5

    Carlos helped me with a backcasting procedure done with a state of art Machine Learning methodology. I appreciated the quality of communication of the result and the timeliness. We will collaborate in the future!

    Up to $50

    Price

    2 days

    Duration

    Helpful?
    Yes
    No