Data Science
Study of methods and techniques for analyzing and interpreting complex data
Data Science#
Data science combines statistical methods, machine learning, and domain expertise to extract insights from data.
Topics#
- High-Dimensional Space
- Dimensionality Reduction
- Markov Chains
- Clustering
- Latent Dirichlet Allocation
- Heuristics Based Algorithms
- Topics Modeling
- Information Visualization
- Data Mining
Resources#
Books#
- Foundations of Data Science by Avrim Blum, John Hopcroft, Ravindran Kannan
- Data Science from Scratch by Joel Grus
- Python for Data Analysis by Wes McKinney