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Basic Programming
- Input/Output
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Data Structures
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Math
Machine Learning
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- Machine Learning Algorithms
- Beginners Guide to Regression Analysis and Plot Interpretations
- Practical Guide to Logistic Regression Analysis in R
- Practical Tutorial on Random Forest and Parameter Tuning in R
- Practical Guide to Clustering Algorithms & Evaluation in R
- Beginners Tutorial on XGBoost and Parameter Tuning in R
- Deep Learning & Parameter Tuning with MXnet, H2o Package in R
- Decision Tree
- Advanced Techniques
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Python
- Getting Started
- Working with Data
- Object Oriented Programming
- Iterators and Generators
- Functional Programming
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