Artificial Intelligence for Asset Management and Investment. Al Naqvi
href="#ulink_a0abd76d-57d3-5d4f-846b-ce53b9bf7502">THE POWER OF PATTERNS TECHNIQUES OF LEARNING WHAT IS MACHINE LEARNING? SCIENTIFIC PROCESS ON STEROIDS THE LEARNING MACHINES ALGORITHMS SUPERVISED LEARNING SUPERVISED: CLASSIFICATION CLASSIFICATION: RANDOM FOREST CLASSIFICATION: USING MATHEMATICAL FUNCTIONS CLASSIFICATION: SIMPLE LINEAR CLASSIFIER SUPERVISED: SUPPORT VECTOR MACHINE CLASSIFICATION: NAIVE BAYES CLASSIFICATION: BAYESIAN BELIEF NETWORKS CLASSIFICATION: K-NEAREST NEIGHBOR SUPERVISED: REGRESSION SUPERVISED: MULTIDIMENSIONAL REGRESSION UNSUPERVISED LEARNING NEURAL NETWORKS REINFORCEMENT LEARNING REFERENCES
12 Chapter 6: Evaluation WHO PERFORMS THE EVALUATION? PROBLEMS MAKING THE MODEL WORK OVERFITTING AND UNDERFITTING SCALE AND MACHINE LEARNING NEW METHODS BIAS AND VARIANCE BACKTESTING BACKTESTING PROTOCOL REFERENCES
13 Chapter 7: Deployment REFERENCE ARCHITECTURE THE REFERENCE ARCHITECTURE AND HARDWARE REFERENCES
14 Chapter 8: Performance WHO IS RESPONSIBLE FOR PERFORMANCE? WHAT ARE THE WORK PROCESSES OF PERFORMANCE? BUSINESS PERFORMANCE TECHNOLOGICAL PERFORMANCE REFERENCES
15 Chapter 9: A New Beginning BUILDING AN INVESTMENT MANAGEMENT FIRM AROUND ARTIFICIAL INTELLIGENCE? THE FALLACY OF GOING DIGITAL WHY BUILD YOUR FIRM AROUND AI? YOU MUST RELY ON YOUR OWN CAPABILITIES WHAT IS ASSET SCIENCE? A HEALTHY CYCLE THE TOOL SET THIS IS NOT JUST AUTOMATION REFERENCES
16 Chapter 10: Customer Experience Science CUSTOMER EXPERIENCE VALUE, STRENGTH, AND DURATION OF RELATIONSHIP UNDERSTANDING CUSTOMERS: EMPATHY FOR CX STEPS TO BECOME AN EMPATHETIC ASSET MANAGEMENT FIRM KNOW YOUR EMPMETER EXPAND EMPATHY AWARENESS AND UNDERSTANDING INCORPORATE INTO PRODUCTS AND SERVICES WHAT IS AUTOMATED EMPATHY AND COMPASSION (AEC)? INCORPORATING AEC MARKETING REFERENCES
17 Chapter 11: Marketing Science WHO UNDERTAKES THIS RESPONSIBILITY? HOW TO APPLY AI FOR MARKETING BEGIN WITH ASSESSMENT KNOW YOUR DATA THE AI PLAN FOR ASSET MANAGEMENT MARKETING PERFORM STRATEGIC PLANNING MANAGE PRODUCT PORTFOLIO WITH AI TRANSFORM YOUR COMMUNICATIONS BUILD RELATIONSHIPS EXECUTE WITH EXCELLENCE REFERENCES