Tech
Statistics
- Understanding the Bias-Variance Tradeoff [html]
- The Mathematics of 2048: Optimal Play with Markov Decision Processes [html]
- A Short History of Markov Chain Monte Carlo: Subjective Recollections from Incomplete Data [pdf]
- The Metropolis–Hastings Algorithm [pdf]
- Explaining the Gibbs Sampler [pdf]
- Clear Explanation of Regularization [video] ( I like his channel a lot )
- Using R for Time Series Analysis [html]
Machine Learning
- Introduction to Boosted Trees [html, slides]
- Greedy Function Approximation: A Gradient Boosting Machine [pdf]
- Machine Learning Yearning-Draft V0.5, Andrew Ng [pdf]
- SMOTE: Synthetic Minority Over-sampling Technique [pdf]
- Understanding variable importances in forests of randomized trees [pdf]
- A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise [pdf]
- XGBoost: A Scalable Tree Boosting System [pdf]
Deep Learning
- Resilient Distributed Datasets: A Fault-Tolerant Abstraction for In-Memory Cluster Computing [pdf]
- The Unreasonable Effectiveness of Recurrent Neural Networks [link]
- Vector Representations of Words (word2vec), Tensorflow [link]
- Word2Vec Tutorial - The Skip-Gram Model [link]
- Deep Learning the Stock Market [link]
- Understanding LSTM Networks [link]
- OpenAI Gym [link]
- Lilian's blog [link]
Engineering
- Hosting a Static Website on AWS [html]
- Virtualenv's
bin/activateis Doing It Wrong [github] - SQL in 24 Hours [pdf]
- Data Science Algorithm Tutorials from Topcoder [link]
- Distributed Time Travel for Feature Generation (Netflix Tech Blog) [link]
Tools
Entertainment
Music
- 海阔天空 - Beyond
- 还记得 - 周柏豪
- 漂向北方 - 黃明志Namewee feat. 王力宏
- Perfect - Ed Sheeran
- Canon Rock - JerryC
- I'm Yours - Jason Mraz ft. Sungha Jung
- Where'd You Go? - Fort Minor
- Tears In Heaven - Eric Clapton
- Waka Waka - Shakira
- 世界が終るまでは・・・ - WANDS
- Try - Pink (Jayesslee Cover)
Misc
Leave your comments below.
comments powered by Disqus