Prathish Deivendiran
2 articles on Nife Blog
Machine Learning Engineer with hands-on experience in building and deploying real-world AI solutions. Proficient in deep learning, time-series forecasting, and intelligent automation using modern tools such as TensorFlow, scikit-learn, and n8n. Skilled at designing scalable ML pipelines and cloud-integrated systems with a strong foundation in Python, data analysis, and model optimization. Passionate about solving complex problems in production environments and delivering measurable business impact.
Mastering Time Series Forecasting with SARIMAX: A Practical Guide
This guide provides a comprehensive walkthrough of SARIMAX modeling for accurate time series forecasting. Learn how to incorporate seasonality and external factors to improve predictions, using a real-world example of forecasting website traffic.
Prathish Deivendiran6 min read
Mastering LSTM Networks for Time-Series Forecasting: A Practical Guide
This comprehensive guide explores Long Short-Term Memory (LSTM) networks, explaining their architecture, advantages over traditional RNNs, and practical applications in time-series forecasting, such as resource prediction and financial modeling. Learn how LSTMs overcome the vanishing gradient problem and effectively capture long-range dependencies in sequential data.
Prathish Deivendiran8 min read