Apache Ignite for Data Science Cookbook
0. How to start with Apache Ignite
0.1. How to install Apache Ignite on your local machine
0.2. Running the single-node Apache Ignite
0.3. Running the multi-node Apache Ignite cluster
0.4. Ignite like the cache
0.5. Ignite like the database
1. Machine Learning Intro
1.1. Unsupervised Learning
1.2. Supervised Learning
1.3. Feature Engineering
2. Preprocessing
3. Data Analysis
3.1. Missing value treatment
4. Building classification system
4.1. With KNN
4.2. With SVM
4.3. With Decision Tree
4.4. With Neural Network
4.5. With Logisitc Regression
5. Win Titanic Kaggle Competition
6. Partitioned Datasets
7. Model Evaluation
8. Model Composition
9. TensorFlow integration
10. Spark vs Ignite
10.1. Feature Battle
10.2. Performance Battle
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0. How to start with Apache Ignite
How to start with Apache Ignite
This chapter covers all required questions to run quickly Apache Ignite cluster with a few nodes.
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