Ultimate Machine Learning with LightGBM Using TensorFlow

Boost the Model. Deepen the Intelligence. Ship to Production.Book DescriptionBuild Models That Win on Accuracy-and Systems That Win in Production.Machine Learning (ML) practitioners who can combine gradient boosting with deep learning, and deploy the results to production are the engineers solving the hardest problems in enterprise AI. Ultimate Machine Learning with LightGBM Using TensorFlow provides a practical, end-to-end guide for building intelligent, scalable, and production-ready ML systems using two of the most powerful frameworks in modern AI.You begin with ML fundamentals and ensemble methods, then advance through XGBoost, LightGBM, and TensorFlow neural networks before combining them into hybrid architectures that deliver performance. Each chapter integrates hands-on Python examples, feature engineering, hyperparameter tuning, explainable AI using SHAP, LIME, and TensorBoard, with AI-assisted development throughout using ChatGPT and GitHub Copilot.What you will learn● Build high-performance ML models using LightGBM and TensorFlow for real-world business applications.● Design hybrid AI architectures combining gradient boosting and deep learning for complex problem solving.● Optimise model accuracy through feature engineering, hyperparameter tuning, and explainable AI methods.● Develop production-ready ML pipelines using MLOps, Docker, Kubernetes, and automated CI/CD practices.Table of Contents1. Introduction to ML Landscape2. Ensemble Methods and Tree-Based Models3. XGBoost and Gradient Boosting4. Introduction to LightGBM5. Data Preparation and Feature Engineering for LightGBM6. Hyperparameter Tuning for Optimal Performance7. Practical Applications and Interpretability8. Introduction to TensorFlow9. Crafting and Training a Neural Network10. Efficient Data Pipelines with tf.data11. Building Hybrid and Stacked Models12. Seamless Integration with tf.data13. Advanced Topics and Real-World Case Studies14. A Final Project15. The Future of ML and Further Learning       Index