AI Requirement
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Các bạn chọn 1 trong các chủ đề sau
| Chapter | Title | Case study |
|---|---|---|
| 5 | Regression Analysis | Need a ride? Predicting prices that customers are willing to pay for ridesharing services |
| 6 | Neural Networks | Airline Industry: Understanding customer satisfaction |
| 7 | Automated Machine Learning | Loan data: Understanding when and how to support fiscal reponsibility in customers |
| 8 | Cluster Analysis | Online perfume and cosmetic sales Understanding customer segmentation through cluster analysis |
| 9 | Market Basket Analitics | Online department store: Understanding computer purchase patterns |
| 10 | Natual Language Processing | Specialty Food online review: Understanding customer sentiments |
| 11 | Social Network Analysis | Auto Industry: Understanding network Infuencers |
| 12 | Fundamentals of Digital Marketing Analytics | E-Commerce: The Google Online Merchandise Store |
Link download ebook: Essentials of Marketing Analitics
| Chapter | Title |
|---|---|
| 2 | Introduction to Time Series Modeling |
| 3 | Deep Learning for Time Series Modeling |
| 4 | Machine Learning-Based Volatility Prediction |
| 5 | Modeling Market Risk |
| 6 | Credit Risk Estimation |
| 7 | iquidity Modeling |
| 8 | Modeling Operational Risk |
| 9 | A Corporate Governance Risk Measure: Stock Price Crash |
| 10 | Synthetic Data Generation and The Hidden Markov Model in Finance |
Link download: Machine Learning for Financial Risk Management with Python
| Chapter | Title |
|---|---|
| 3 | Preprocessing Time-Series |
| 4 | Introduction to Machine Learning for Time-Series |
| 5 | Forecasting with Moving Averages and Autoregressive Models |
| 6 | Unsupervised Methods for Time-Series |
| 7 | Machine Learning Models for Time-Series |
| 8 | Online Learning for Time-Series |
| 9 | Probabilistic Models for Time-Series |
| 10 | Deep Learning for Time-Series |
Link download: Machine Learning for Time-Series with Python
| Chapter | Title | Note |
|---|---|---|
| 2 | Temporal Data Similarity Computation, Representation, and Summarizationling | |
| 3 | Temporal Data Classification and Clustering | 1 nhóm làm về Classification nhóm còn lại làm về Clustering |
| 4 | Prediction | |
| 5 | Temporal Pattern Discovery | |
| 6 | Temporal Data Mining in Medicine and Bioinformatics | |
| 7 | Temporal Data Mining and Forecasting in Business and Industrial Applications |
Link download: Temporal Data Mining