This document serves as an awesome-like curation of helpful links in using Kotlin for data science/data engineering purposes. Please feel free to put in PR's with other links you find helpful.
| Library Name | Category | Description |
|---|---|---|
| Kotlin-Statistics | Analytics | Idiomatic statistical/analytical extension functions for Kotlin |
| Krangl | Analytics | dplyr-like data frame wrangling for Kotlin |
| Koma | Computation | Scientific library for Kotlin with interop/multiplatform capabilities |
| Komputation | Neural Network | Neural network platform for Kotlin |
| TornadoFX | UI, Charts | Kotlin UI desktop app framework, built on top JavaFX |
| TornadoFX-ControlsFX | UI | ControlsFX extensions with more data views and controls for TornadoFX |
| Library Name | Category | Description |
|---|---|---|
| ojAlgo! | LP and Optimization | Helpful library for linear/mixed optimization and linear algebra |
| ND4J | Computation | Efficient matrix math library for JVM |
| DeepLearning4J | Maching Learning | Deep learning library for Java |
| Apache Commons Math | Math/Statistics/ML | General math, statistics, and ML library for Java |
| OptaPlanner | Optimization | Solver utility for optimization planning problems |
| Charts | Charting | Scientific JavaFX charting library in development |
If you already are proficient in data science but want to learn Kotlin.
| Name | Media | Topic | Description |
|---|---|---|---|
| From Data Science to Production with Kotlin (O'Reilly) | Video | Kotlin | Trains Python data science professionals transitioning to Kotlin |
| Kotlin for Data Science | Video | Kotlin | KotlinConf session explaining the merits of Kotlin for data science |
If you are a veteran JVM/Kotlin developer wanting to learn data science.
| Name | Media | Topic | Description |
|---|---|---|---|
| 3Blue1Brown | Video | Math, ML, etc | Hours of free videos visually demonstrating critical mathematical concepts |
| Python for the Busy Java Developer | eBook | Python | Helpful resource for Java devs to learn Python quickly |
| Data Science with Java (O'Reilly) | Book | Data Science | Teaches data science for Java developers |
| Machine Learning for Absolute Beginners | eBook | ML | Excellent eBook to get high level understanding of ML |
| Model Building in Mathematical Programming | Book | Optimization | Covers linear programming particularly for optimization problems |
| Kotlin for Data Science | Video | Kotlin | KotlinConf session explaining the merits of Kotlin for data science |
| Name | Platform | Description |
|---|---|---|
| PySlackers | Slack | A Slack community of Python developers and data science professionals. |
| Kotlin Slack | Slack | A Slack community of Kotlin developers. Join the #datascience channel |
| Name | Media | Description |
|---|---|---|
| KotlinConf- Kotlin for Data Science | Conference | Thomas Nield explains the merits of Kotlin for data science |
| KotlinConf - Kscript | Conference | Holger Brandl covers kscript for data science workflows |