
ratingsÂ
Working in a hands-on learning environment, led by our Real-World Machine Learning expert instructor, students will learn about and explore:
You’ll also explore the most important tasks like model validation, optimization, scalability, and real-time streaming.you’ll be ready to successfully build, deploy, and maintain your own powerful ML systems.It introduces the day-to-day practice of machine learning, preparing you to successfully build and deploy powerful ML systems.
PRIVATE
Course Access
Unlimited Duration
Last Updated
July 29, 2021
Students Enrolled
20
Total Reviews
Posted by
Certification
Real-World Machine Learning will teach you the concepts and techniques you need to be a successful machine learning practitioner without overdosing you on abstract theory and complex mathematics. By working through immediately relevant examples in Python, you’ll build skills in data acquisition and modeling, classification, and regression. You’ll also explore the most important tasks like model validation, optimization, scalability, and real-time streaming. When you’re done, you’ll be ready to successfully build, deploy, and maintain your own powerful ML systems.
Course Curriculum
-
- Using data to make decisions 00:00:00
- Following the ML workflow: from data to deployment 00:00:00
- Boosting model performance with advanced techniques 00:00:00
-
- Getting started: data collection 00:00:00
- Preprocessing the data for modeling 00:00:00
- Using data visualization 00:00:00
- Basic machine-learning modeling 00:00:00
- Classification: predicting into buckets 00:00:00
- Regression: predicting numerical values 00:00:00
- Motivation: why is feature engineering useful? 00:00:00
- Basic feature-engineering processes 00:00:00
- Feature selection 00:00:00
- Advanced text features 00:00:00
- Image features 00:00:00
- Time-series features 00:00:00
- Before scaling up 00:00:00
- Scaling ML modeling pipelines 00:00:00
- Scaling predictions 00:00:00
Course Reviews

4
4
1937
Students
About Instructor
Course Events
[wplms_eventon_events]
More Courses by Insturctor
{"title":"","show_title":"0","post_type":"course","taxonomy":"","term":"0","post_ids":"","course_style":"rated","featured_style":"generic","masonry":"","grid_columns":"clear1 col-md-12","column_width":"268","gutter":"30","grid_number":"2","infinite":"","pagination":"","grid_excerpt_length":"100","grid_link":"1","grid_search":"0","course_type":"","css_class":"","container_css":"","custom_css":""}