Analytical Methods and Applications PDF

10/21/2024 Analytical Methods and Applications 59 Advanced Analytics Advanced analytics comprises a set of different techniques used to solve problems: machine learning statistical analysis forecast...

10/21/2024 Analytical Methods and Applications 59 Advanced Analytics Advanced analytics comprises a set of different techniques used to solve problems: machine learning statistical analysis forecast text analytics optimization Machine Learning Statistical Analysis Forecast Text Analytics Optimization 60 1  10/21/2024 Operationalizing Analytics – from Data to Insight to Decision to ROI Monitor and Automation Programming Improve Model Language Governance Flexibility Operational Decision Flow Quicker Discovery and Deployment Business Data Development and Value of Discovery of Analytics Execution of Analytics Analytics Any Data, Analytics Intelligent Data Accessible Lineage to Everyone Preparation Fast and Easy Model Deployment ANALYTICS IT BUSINESS 61 C o p y r i ght © S A S I n s titu te In c. A ll r igh ts r e s e r v e d. 61 Big Data Algorithm 62 2  10/21/2024 What Machine Learning Algorithms? Classification Algorithms Clustering Algorithms, Dimensionality Reduction Algorithms and Graph Analysis. 63 Classification 64 3  10/21/2024 Clustering 65 Dimensionality Reduction 66 4  10/21/2024 Graph Analysis 67 Graph Analysis 68 5  10/21/2024 Classification 69 Classification Target variable is either binary or categorical. Performance metrics true positive rate, false positive rate, positive predictive values, F1 score, area under the ROC curve,….. 70 6  10/21/2024 71 72 7  10/21/2024 73 74 8  10/21/2024 75 76 9  10/21/2024 77 78 10  10/21/2024 79 80 11  10/21/2024 81 82 12  10/21/2024 83 84 13  10/21/2024 85 86 14  10/21/2024 87 88 15  10/21/2024 89 90 16  10/21/2024 91 92 17  10/21/2024 93 94 18  10/21/2024 95 96 19  10/21/2024 97 98 20  10/21/2024 99 100 21  10/21/2024 101 102 22