Currently Out Of Stock
Decoding Machine Learning
Paperback
€43.49
Collect 130 Reward Points
- Currently Out Of Stock
- Book Synopsis
- The book systematically covers foundational to advanced data science concepts through structured programming implementations. It begins with machine learning fundamentals and exploratory data analysis using NumPy and Pandas, then covers the math behind supervised algorithms like linear regression and unsupervised clustering techniques like K-means. You will master ensemble learning architectures like XGBoost, time series forecasting with FBProphet, automated hyperparameter optimization using the Optuna framework, and imbalanced data corrections via SMOTE. The book concludes with a specialized bonus chapter that breaks down the math behind multi-head self-attention mechanisms and fine-tuning strategies within large language model transformer architectures using the Hugging Face ecosystem.
- About The Author
- Meetu Malhotra is a PhD researcher and data analytics principal, with over 17 years of experience in AI, machine learning, and enterprise analytics across global industries. She has a master's degree in data science from the University of North Carolina at Charlotte and is an active contributor to the community through publications, peer review, technical books, and international speaking engagements. A senior member of IEEE, she is recognized for expertise in applying AI to real-world, large-scale systems.
- Product Details
-
- ISBN
- 9789378547263
- Format
- Paperback
- Publisher
- BPB Publications, (22 July 2026)
- Number of Pages
- 332
- Language
- English
- Dimensions
- 235 x 191 mm
- Categories: