关于此课程： In this course, we will learn all the core techniques needed to make effective use of H2O. Even if you have no prior experience of machine learning, even if your math is weak, by the end of this course you will be able to make machine learning models using a variety of algorithms. We will be using linear models, random forest, GBMs and of course deep learning, as well as some unsupervised learning algorithms. You will also be able to evaluate your models and choose the best model to suit not just your data but the other business restraints you may be under.
授课大纲
第 1 周
H2O AND THE FUNDAMENTALS
11 视频, 4 阅读材料, 3 练习测试
- 视频: Welcome!
- 视频: What's In Week One?
- 视频: Need To Know
- Leyendo: Further Reading: Course Prerequisites
- Cuestionario de práctica: Do You Have What It Takes?
- 视频: Preinstall #1 (with Linux)
- 视频: Preinstall #2 (with Windows)
- Leyendo: Pre-Install Summary
- Cuestionario de práctica: Quick Preinstall Check
- 视频: Installing H2O
- Leyendo: Additional Install Information
- 视频: A Quick Deep Learning!
- 视频: AutoML
- 视频: Types Of Models
- Cuestionario de práctica: Model types
- 视频: Where To Go With Questions
- Leyendo: Further Reading: Getting Help
- 视频: Summary
已评分: Quick Install Check
已评分: Week One Exam
第 2 周
Trees And Overfitting
15 视频, 1 阅读材料, 2 练习测试
- 视频: Weekly Intro
- 视频: Decision Trees
- Cuestionario de práctica: Decision Trees
- 视频: Random Forest
- 视频: Random Forest in H2O (Iris)
- 视频: GBM
- 视频: GBM in H2O (Iris)
- 视频: Importing From Client
- 视频: Artificial Data Sets
- 视频: Overfitting and Train/Valid/Test
- 视频: Train/Valid/Test in H2O
- 视频: GBM in H2O (artificial data)
- 视频: Let's Overfit A GBM!
- 视频: Cross-validation in H2O (GBM)
- Cuestionario de práctica: On cross-validation and over-fitting
- 视频: About the peer review task
- Leyendo: Further Reading: Tree Algorithms
- 视频: Week Two Summary
已评分: Tree Algorithms
已评分: Articial Data And Overfitting
第 3 周
LINEAR MODELS AND MORE
9 视频, 4 阅读材料, 2 练习测试
- 视频: Exploring The Universe
- 视频: Loading From Remote Sources
- 视频: Exporting Data From H2O
- Leyendo: More on loading and saving
- Cuestionario de práctica: Load/Save
- 视频: Exploring With GLMs
- 视频: Naive Bayes
- Leyendo: Further Reading: GLMs, Naive Bayes
- Cuestionario de práctica: GLMs
- 视频: Data Manipulation, Statistics
- Leyendo: Further Reading: Data Manipulation
- 视频: Grid Search
- 视频: Applying Grids
- Leyendo: Further Reading: Grid Search
- 视频: Summary
已评分: Week Three Exam
第 4 周
Deep Learning
11 视频, 2 阅读材料, 4 练习测试
- 视频: Weekly Introduction and Early Stopping
- Cuestionario de práctica: Early Stopping
- 视频: Load & Save Models
- 视频: Binding data tables
- Cuestionario de práctica: Binding
- 视频: Merging and joins
- 视频: Neural Networks
- Leyendo: More Neural Net Theory
- 视频: Deep Learning Part 1
- 视频: Deep Learning Part 2
- Cuestionario de práctica: Deep Learning Basics
- 视频: Deep Learning with Grids
- 视频: Regression with Deep Learning
- Cuestionario de práctica: More Deep Learning
- 视频: Introducing The Graded Task
- 视频: Summary Of Week Four
- Leyendo: Extension Project Ideas
已评分: Merging
已评分: Deep Learning
第 5 周
UNSUPERVISED LEARNING
10 视频, 2 阅读材料, 1 练习测试
- 视频: Week Five Is Unsupervised
- 视频: Autoencoders
- 视频: Using Autoencoders
- Cuestionario de práctica: Autoencoders
- 视频: PCA And GLRM
- Leyendo: Further Reading: PCA, GLRM
- 视频: Clustering, K-Means
- Leyendo: Further Reading: Clustering
- 视频: Data Repair #1
- 视频: Data Repair #2
- 视频: Hands-on Data Repair
- 视频: Next Week's Project
- 视频: Week Five Summary
已评分: Unsupervised Learning
已评分: Week Five Exam
第 6 周
Everything Else!
9 视频, 2 阅读材料, 1 练习测试
- 视频: Pulling It All Together
- 视频: Ensembles
- 视频: Stacked Ensembles In H2O
- Leyendo: Further Reading: Ensembles
- Cuestionario de práctica: Ensembles
- Leyendo: Final Task: advice
- 视频: Pojo And Mojo
- 视频: Clusters
- 视频: Deep Water
- 视频: Driverless AI
- 视频: H2O4GPU
- 视频: Week Six Summary
已评分: Final Project
常见问题解答
运作方式
Trabajo del curso
Cada curso es como un libro de texto interactivo, con videos pregrabados, cuestionarios y proyectos.
Ayuda de tus compañeros
Conéctate con miles de estudiantes y debate ideas y materiales del curso, y obtén ayuda para dominar los conceptos.
Certificados
Obtén reconocimiento oficial por tu trabajo y comparte tu éxito con amigos, compañeros y empleadores.
制作方
H2o
价格
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| 获得可共享的课程证书 | 可用 |
