I will perform time series analysis and develop forecasting models

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)