About this Course
4.3
11 ratings
3 reviews
100% online

100% online

Start instantly and learn at your own schedule.
Flexible deadlines

Flexible deadlines

Reset deadlines in accordance to your schedule.
Intermediate Level

Intermediate Level

Hours to complete

Approx. 30 hours to complete

Suggested: 5 hours/week...
Available languages

English

Subtitles: English
100% online

100% online

Start instantly and learn at your own schedule.
Flexible deadlines

Flexible deadlines

Reset deadlines in accordance to your schedule.
Intermediate Level

Intermediate Level

Hours to complete

Approx. 30 hours to complete

Suggested: 5 hours/week...
Available languages

English

Subtitles: English

Syllabus - What you will learn from this course

Week
1
Hours to complete
2 hours to complete

H2O AND THE FUNDAMENTALS

...
Reading
11 videos (Total 64 min), 4 readings, 5 quizzes
Video11 videos
What's In Week One?2m
Need To Know5m
Preinstall #1 (with Linux)7m
Preinstall #2 (with Windows)4m
Installing H2O4m
A Quick Deep Learning!19m
AutoML6m
Types Of Models7m
Where To Go With Questions2m
Summary1m
Reading4 readings
Further Reading: Course Prerequisites10m
Pre-Install Summary10m
Additional Install Information10m
Further Reading: Getting Help10m
Quiz5 practice exercises
Do You Have What It Takes?10m
Quick Preinstall Check6m
Quick Install Check4m
Model types4m
Week One Exam14m
Week
2
Hours to complete
4 hours to complete

Trees And Overfitting

...
Reading
15 videos (Total 57 min), 1 reading, 4 quizzes
Video15 videos
Decision Trees3m
Random Forest2m
Random Forest in H2O (Iris)4m
GBM2m
GBM in H2O (Iris)3m
Importing From Client4m
Artificial Data Sets6m
Overfitting and Train/Valid/Test4m
Train/Valid/Test in H2O3m
GBM in H2O (artificial data)4m
Let's Overfit A GBM!4m
Cross-validation in H2O (GBM)7m
About the peer review task3m
Week Two Summary44s
Reading1 reading
Further Reading: Tree Algorithms10m
Quiz3 practice exercises
Decision Trees4m
Tree Algorithms8m
On cross-validation and over-fitting18m
Week
3
Hours to complete
2 hours to complete

LINEAR MODELS AND MORE

...
Reading
9 videos (Total 56 min), 4 readings, 3 quizzes
Video9 videos
Loading From Remote Sources6m
Exporting Data From H2O2m
Exploring With GLMs11m
Naive Bayes4m
Data Manipulation, Statistics11m
Grid Search8m
Applying Grids8m
Summary50s
Reading4 readings
More on loading and saving10m
Further Reading: GLMs, Naive Bayes10m
Further Reading: Data Manipulation10m
Further Reading: Grid Search10m
Quiz3 practice exercises
Load/Save4m
GLMs6m
Week Three Exam16m
Week
4
Hours to complete
4 hours to complete

Deep Learning

...
Reading
11 videos (Total 66 min), 2 readings, 6 quizzes
Video11 videos
Load & Save Models1m
Binding data tables6m
Merging and joins3m
Neural Networks6m
Deep Learning Part 19m
Deep Learning Part 210m
Deep Learning with Grids11m
Regression with Deep Learning7m
Introducing The Graded Task3m
Summary Of Week Four1m
Reading2 readings
More Neural Net Theory10m
Extension Project Ideas10m
Quiz5 practice exercises
Early Stopping6m
Binding4m
Merging4m
Deep Learning Basics6m
More Deep Learning4m

Instructor

About H2O

Frequently Asked Questions

  • Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable). Peer review assignments can only be submitted and reviewed once your session has begun. If you choose to explore the course without purchasing, you may not be able to access certain assignments.

  • When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.

More questions? Visit the Learner Help Center.