Optimizing AI and Machine Learning Solutions : byour ultimate guide to building high-impact ML/AI solutions / Mirza Rahim Baig.
Material type:
TextPublisher: New Delhi : BPB Publications, 2024Edition: First editionDescription: 370 pages : illustrations ; 24 cmContent type: - text
- unmediated
- volume
- 9789355519818
- 23 006.31 B.M.O
| Item type | Current library | Call number | Status | Date due | Barcode | Item holds |
|---|---|---|---|---|---|---|
Books
|
Media and mass communication Library C1 | 006.31 B.M.O | Available | MA0002817 |
Includes index.
Optimizing a Machine Learning/Artificial Intelligence solution -- ML problem formulation: setting the right objective -- Data collection and pre-processing -- Model evaluation and debugging -- Imbalanced machine learning -- Hyper-parameter tuning -- Parameter optimization algorithms -- Optimizing deep learning models -- Optimizing image models -- Optimizing natural language processing models -- Transfer learning.
"Practical guide to building high-impact ML/AI solutions with optimization at each step: problem formulation, data preparation, model evaluation, hyperparameter tuning, deep learning, transfer learning, and real-world case studies."
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