Here I am gathering a list of articles, ebooks and journals which will help you explore Machine Learning in financial modeling.
- Demystifying machine learning techniques in forecasting
- An executive’s guide to machine learning
- Machine Learning in Financial Trading: Theory and Applications
- Machine Learning Techniques for Stock Prediction
- A Machine-Learning View of Quantitative Finance
- Forecasting financial time series – part i
- Application of Machine Learning to Financial Trading
- Machine learning in financial forecasting
IEEE Xplore articles (purchase required)
- A comparison of forecasting approaches for capital markets.
- Financial forecasting: advanced machine learning techniques in stock market analysis.
- A combination forecasting model using machine learning and Kalman filter for statistical arbitrage
- Machine Learning in Financial Crisis Prediction: A Survey
- Financial Forecasting: Advanced Machine Learning Techniques in Stock Market Analysis
- Financial time series forecasting using agent based models in equity and FX markets.
- Knowledge-guided genetic algorithm for financial forecasting
Academic Journal articles
- Predicting Market Impact Costs Using Nonparametric Machine Learning Models
- Machine Learning for Predicting the Procurement of an Independent Audit at Small Private Commercial Banks: Is the Decision to Procure an Audit Systematic?
- Hybrid Machine Learning Technique for Forecasting Dhaka Stock Market Timing Decisions
- Data Analysis, Machine Learning and Knowledge Discovery
- Practical Machine Learning
- Building Machine Learning systems with Python