000			02576nam a22003497i 4500
005			20250820113332.0
008			250728s2025 flua fr 001 0 eng d
020			_a9781032676661
040			_aEG-GaU‬‬ _cEG-GaU‬‬ _dEG-GaU‬‬ _erda
082	0	4	_223 _a006.31 _bA.B.M
100	1		_aR, Akshay B., _eauthor. _963101
245	1	0	_aMachine learning : _ba comprehensive beginner's guide / _cAkshay B R, Sini Raj Pulari, T.S. Murugesh, Shriram K. Vasudevan.
250			_aFirst edition.
264		1	_aBoca Raton, FL : _bCRC Press, _c2025.
300			_a248 pages : _billustrations ; _c24 cm.
336			_2rdacontent _atext _btxt
337			_2rdamedia _aunmediated _bn
338			_2rdacarrier _avolume _bnc
504			_aIncludes index.
505			_aIntroduction: What is Machine Learning? -- 1. Exploring the Iris dataset -- 2. Heart failure prediction with oneAPI -- 3. Handling water quality dataset -- 4. Breast cancer classification with hybrid ML models -- 5. Flower recognition with Kaggle dataset and Gradio interface -- 6. Drug classification with hyperparameter tuning -- 7. Evaluating model performance: Metrics for diabetes prediction -- 8. Parkinson’s disease detection: Feature engineering and outlier analysis -- 9. Sonar mines vs. rock prediction using ensemble learning -- 10. Bankruptcy risk prediction -- 11. Hotel reservation prediction -- 12. Crop recommendation prediction -- 13. Brain tumor classification -- 14. EDA and classification on wine quality dataset with oneAPI -- 15. Cats vs. Dogs classification using deep learning models optimized with oneAPI -- 16. Placement predictions with outlier removal -- 17. Mushroom classification with oneAPI -- 18. Kidney disease prediction with oneAPI -- 19. Multiclass flower classification with ResNet and VGG16 using oneAPI -- 20. Twitter sentiment analysis with oneAPI and NLP.
520			_aA practical beginner's guide to machine learning using real-world datasets and modern tools like oneAPI, featuring 20 hands-on projects covering classification, prediction, NLP, deep learning, and performance evaluation techniques.
650		4	_aMachine learning. _962028
650		4	_aArtificial intelligence _xData processing. _962394
650		4	_aAlgorithms _xData analysis. _962395
650		4	_aDeep learning (Machine learning). _960437
650		4	_aData mining. _960499
700	1		_aPulari, Sini Raj, _eauthor. _962396
700	1		_aMurugesh, T. S, _eauthor. _962397
700	1		_aVasudevan, Shriram K, _eauthor. _961975
942			_2ddc _cBK
999			_c11796 _d11796