{"product_id":"time-series-forecasting-with-lstm-predicting-trends-in-complex-sequences-9798298252768","title":"Time-Series Forecasting with LSTM: Predicting Trends in Complex Sequences","description":"\u003cp\u003e • Author(s): Kalen Virell\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • Subject: Computer Science and Information Technology, \u003cbr\u003e • BISAC: Machine Theory\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eTime series data is everywhere. Markets move, demand shifts, machines drift, users arrive and churn. LSTM networks give you a reliable way to read those patterns and predict what comes next. This book shows you how to do it with clean code, solid evaluation, and production-ready practices.\u003c\/p\u003e\u003cp\u003eYou start with the essentials of sequence modeling and why LSTMs handle long-range dependencies better than plain RNNs. From there you build strong baselines, design sliding-window datasets, and choose the right loss and metrics for your problem. You will learn multivariate forecasting with exogenous signals, encoder-decoder and seq2seq setups, attention for harder horizons, and practical tricks like normalization, regularization, dropout, gradient clipping, and early stopping. You will also run proper backtests with walk-forward validation, compare against ARIMA and tree-based models, and quantify uncertainty so stakeholders can act with confidence.\u003c\/p\u003e\u003cp\u003eThe projects are end to end in Python using Keras or PyTorch, with clear steps for data prep, feature engineering for seasonality and trend, hyperparameter tuning, model diagnostics, and error analysis. You will package and deploy models, monitor drift, retrain on schedule, and keep latency and cost under control. Case studies in finance, energy load, retail demand, sensors, and web traffic make the methods concrete.\u003c\/p\u003e\u003cp\u003eIf you want forecasts you can trust, not just pretty charts, buy this book now and start shipping LSTM models that deliver.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46333673308311,"sku":"9798298252768","price":1337.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798298252768.webp?v=1768670200","url":"https:\/\/atlanticbooks.com\/products\/time-series-forecasting-with-lstm-predicting-trends-in-complex-sequences-9798298252768","provider":"Atlantic Books","version":"1.0","type":"link"}