Collection of Data Science resources
Movies
- Movio Blog
- Box Office Pro - The Business of Movies
- IMDb - Movies, TV, and Celebrities
- Box Office Mojo - Box Office Information
Blogs
- Data Elixer - Data science newsletter with interesting links
- Tuatini - Interesting deep learning blog
- No Free Hunch - Kaggle's blog - interesting discussions of popular/winning methods and techniques
- Colah - Explanations of machine learning and information theory concepts
- Dustin Tran
- Edwin Chen's Blog -
- Domino Datalab - DS and machine learning commentary
- Chris Stuccio - Marketing analytics and statistics
- i am trask - Neural network blog
- TechnoCalifornia - Recommender systems
- While My MCMC Gently Samples - Probabalistic Programming
- Agustinus Kristiadi's Blog - Neural Networks
Tutorials and Sample Code
- Deep Learning Examples
- How to Become a Data Engineer
- Kedro
- Allen NLP
- FTRL example for click-through-rates
- XGBoost tutorial
- Probabalistic Programming tutorial
- Rossman Entity Embedding
- Linear Classifier with one-hot encoding
- Pairwise interactions with greedy feature selection
Papers, Books, and Articles:
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General Machine Learning
- Introduction to Do-Calculus
- Deep Learning
- Neural Networks and Deep Learning - book on deep learning
- Efficient Estimation of Word Representations in Vector Space - word2vec
- Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank - ML for phrases
- Clustering Variable Length Sequences by Eigenvector Decomposition Using HMM
- Analysis of weighted networks - Movie network methodology
- Exploring the shapes of stories using Python and sentiment APIs
- User Modeling in Search Logs via a Nonparametric Bayesian Approach
- Data Driven Approach to Personality Clustering
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NLP
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Reinforcement Learning
- Evolution Strategies
- Introduction to Multi-Armed Bandits - Paper on bandits
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Movie Recommendation and Box Office Prediction
- PyTorch for Recommenders
- Collaborative Filtering for Implicit Feedback Datasets - collaborative filter
- A Mood-based Genre Classification of Television Content - Content classification
- How Netflix Reverse Engineered Hollywood - Microgenre article
- NY Times Recommender
- Early Prediction of Movie Box Office Success Based on Wikipedia Activity Big Data
- Quantitative analysis of the evolution of novelty in cinema through crowdsourced keywords
- Collaborative Bayesian Filtering
- Adaptive BPR
- BPR for Implicit Feedback
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Statistics
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Marketing
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Dynamic Pricing
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Tools