- Data Types
-
Analytic Classes
-
Transforming
- Processing
- Aggregation
- Enrichment
- 1) Describe
-
Learning
- Clustering
- Hypothesis Testing
- Regression
-
Classification
- CNNs
- RNNS/LSTMs
- Recommendation
- 2) Discover
- 3) Predict
-
Predicting
- Logical Reasoning
-
Optimization
- Reinforcement Learning
- GANs
- Simulation
- 4) Advise
-
Learning Models
-
Learning Style
- Unsupervised
- Semi-Supervised
- Supervised
-
Training Style
- Offline
- Reinforcement
- Online
-
Execution Models
-
Scheduling
- Batch
- Streaming
-
Sequencing
- Serial
- Parallel
- 2015-FIeld-Guide-To-Data-Science.pdf