I will perform time series analysis and develop forecasting models

Alcune informazioni sono riportate in lingua inglese.
5,0
5,0

Pakistan

Parlo Inglese, Urdu

2 ordini completati

Machine Learning Engineer

I am a Machine Learning Engineer with skills in Time Series Forecasting, Natural Language Processing, and Deep Learning. I am excited to collaborate and bring my expertise to your innovative projects.
Informazioni su questo servizio

Hello, I am a Google Certified Data Analytics Professional and my expertise lie in Machine Learning and Deep Learning algorithms. With over 4 years of experience in Python, I have excelled in advanced frameworks like Darts, Pytorch, and Tensorflow.


End-to-End Services

  • Data Pre-processing
  • Exploratory Data Analysis (EDA)
  • Feature Engineering
  • Model Selection
  • Model Training
  • Model Validation
  • Hyperparameter Tuning
  • Forecasting
  • Performance Evaluation
  • Visualisation
  • Deployment
  • Documentation and Reporting


Statistical / Classic Models

  • ARIMA
  • Exponential Smoothing
  • BATS and TBATS
  • Prophet
  • Fast Fourier Transform


Regression Models

  • Linear Regression
  • Random Forest
  • LightGBM
  • XGBoost
  • CatBoost


PyTorch (Lightning) Based Models

  • Recurrent Neural Networks (RNN)
  • Neural Basis Expansion Analysis Time Series Forecasting (N-BEATS)
  • Neural Hierarchical Interpolation for Time Series Forecasting (N-HiTS)
  • Temporal Convolutional Network (TCN)
  • Temporal Fusion Transformer (TFT)
  • Time-Series Dense Encoder (TiDE)
  • Time-Series Mixer (TSMixer)


Evaluation Metrics

  • Mean Absolute Error (MAE)
  • Mean Squared Error (MSE)
  • Root Mean Squared Error (RMSE)
  • Mean Absolute Percentage Error (MAPE)
  • Root Mean Squared Logarithmic Error (RMSLE)

Linguaggio di programmazione:

Python

Tecnologia:

Excel

Fogli Google

Quaderno jupyter

Tipo di analisi:

Analisi quantitativa

analisi statistica

Expertise:

Algoritmi

Predizione

Previsione

probabilità

Statistiche

Strumenti:

Altro

Il mio portfolio

Recensioni

2 recensioni per questo servizio
5,0

(2)
(0)
(0)
(0)
(0)
Valutazione dettagliata
  • Livello di comunicazione del venditore
    5
  • Qualità della consegna
    5
  • Valore della consegna
    5
Ordina per
Più rilevante
  • M

    mohammadsala844

    NZ

    Nuova Zelanda

    5

    Irtaza is quite helpful.

    Fino a 50 USD

    $

    5 giorni

    Tempo

    Utile?
    No
  • M

    mohammadsala844

    NZ

    Nuova Zelanda

    5

    The seller is excellent and very helpful. I will definitely work with him again.

    Fino a 50 USD

    $

    1 giorno

    Tempo

    Utile?
    No
Recensioni

2 recensioni per questo servizio
5,0

(2)
(0)
(0)
(0)
(0)
Valutazione dettagliata
  • Livello di comunicazione del venditore
    5
  • Qualità della consegna
    5
  • Valore della consegna
    5
Ordina per
Più rilevante
  • M

    mohammadsala844

    NZ

    Nuova Zelanda

    5

    Irtaza is quite helpful.

    Fino a 50 USD

    $

    5 giorni

    Tempo

    Utile?
    No
  • M

    mohammadsala844

    NZ

    Nuova Zelanda

    5

    The seller is excellent and very helpful. I will definitely work with him again.

    Fino a 50 USD

    $

    1 giorno

    Tempo

    Utile?
    No