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public:courses [2019/06/12 18:04] (current)
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 +====== Online courses & Books ======
 +
 +===== Data Mining =====
 +
 +  * [[.courses:​data_mining:​pattern_discovery:​pattern_discovery|Pattern Discovery in Data Mining]]
 +
 +===== Data Science =====
 +
 +  * [[.courses:​data_science:​data_science_toolbox:​intro|Data Science Toolbox]]
 +  * [[.courses:​data_science:​statistical_inference:​intro|Statistical Inference]]
 +
 +===== Machine Learning =====
 +
 +  * [[.courses:​machine_learning:​machine_learning:​intro|Introduction to Machine Learning]]
 +  * [[.courses:​machine_learning:​neural_networks:​intro|Neural Networks for Machine Learning]]
 +  * [[.courses:​machine_learning:​rbms:​rbms_intro|Restricted Boltzmann Machines & RNNs]]
 +
 +===== Maths =====
 +
 +  * Patrick Flandrin - Empirical Mode Decomposition
 +  * 2018 - Maximal Overlap Discrete Wavelet Transform **[Too complex: not completely clear yet]**
 +
 +===== Finance =====
 +
 +  * [[.courses:​finance:​computational_finance:​intro|Computational Finance and Financial Econometrics]]
 +  * [[.courses:​finance:​computational_investing:​intro|Computational Investing]] **[TODO]**
 +  * [[.books:​eleftherios_soulas_2013_online_machine_learning_algorithms:​intro|Eleftherios Soulas - 2013 - Online machine learning algorithms for currency exchange prediction]]
 +  * [[.books:​dempster_2004_automated_fx_trading_system_using_arl:​intro|Dempster - 2004 - Automated FX Trading System Using ARL]]
 +  * [[.books:​moody_2001_learning_to_trade_via_direct_reinforcement:​intro|Moody - 2001 - Learning to Trade via Direct Reinforcement]]
 +  * 2006 - Popoola - Testing the Suitability of Wavelet Preprocessing for TSK Fuzzy Models
 +  * 2015 - Jothimani - Discrete Wavelet Transform-Based Prediction of Stock Index A Study on National Stock Exchange Fifty Index
 +  * 2019 - Adam King - Creating Bitcoin trading bots that don’t lose money
 +  ​
 +
 +  * **To read:** on Maximal ​ Overlap ​ Discrete ​ Wavelet Transform ​ (MODWT) ​ and  Empirical ​ Mode  Decomposition ​ (EMD):
 +    * Liu, Chen, Tian, Li, 2012: A hybrid model for wind speed prediction using empirical mode decomposition and artificial neural networks.
 +    * Lahmiri, 2014: Wavelet low and high frequency components as features for predicting stock prices with backpropagation neural networks.
 +    * Ortega, L., & Khashanah, K., 2014:  A neuro-wavelet model for the short-term forecasting of high-frequency time series of stock returns.
 +
 +===== Computer Science =====
 +
 +  * [[.books:​linux_shell_scripting_cookbook:​shell_scripting|Shantanu Tushar - Linux Shell Scripting Cookbook, 2nd Edition]]
 +
 +===== Android =====
 +
 +  * [[.courses:​android:​android_programming_part1:​android_programming|Programming Mobile Applications for Android, Part 1]]
 +  * [[.courses:​android:​android_programming_part2:​android_programming_2|Programming Mobile Applications for Android, Part 2]]
 +  * [[.courses:​android:​android_programming_part3:​android_programming_3|Programming Mobile Services for Android Handheld Systems: Concurrency]]
 +
 +===== Physics =====
 +
 +  * [[.courses:​physics:​from_big_bang_to_dark_energy:​intro|From Big Bang to Dark Energy]]
 +
 +===== Others =====
 +
 +  * [[.courses:​others:​competitive_strategy:​intro|Competitive Strategy]]
 +  * [[.courses:​others:​learning_how_to_learn:​intro|Learning How to Learn]]
 +  * [[.courses:​others:​serious_game_design:​serious_games|Serious Game Design and Development]]
 +  * [[.courses:​others:​build_app_with_mean:​mean_intro|Build a real app with Node.js, Angular.js, MongoDB]]
 +
 +===== General Notes =====
 +
 +==== List of online universities ====
 +
 +  * [[https://​www.coursera.org/​|Coursera]]
 +  * [[http://​online.stanford.edu/​courses|Standford]]