English | MP4 | AVC 1920×1080 | AAC 48KHz 2ch | 16 Lessons (3h 55m) | 999 MB
Large-Scale Machine Learning: The advanced knowledge you need to design complex machine learning systems.
Welcome to our series on Large-Scale Machine Learning! Here, we’ll really dig into some of the more practical applications of the field and equip you with the tools you need to design and build complex machine-learning systems for enterprise-level businesses.
Are you ready to take your knowledge and expertise to the next level?
Algoexpert is the leading online interview preparation platform.
Table of Contents
Introduction
1 Introduction
Data Support
2 Data Ingestion
3 Data Storage
4 Data Processing
5 Processing Orchestration
Exploration
6 Workspaces
Experimentation
7 Frequentist AB Testing
8 Bayesian AB Testing
9 Multi-Armed Bandit
10 Impact Estimation
Large-Scale Training
11 Basic Models
12 Deep Learning Models
13 Model Validation
Productionization
14 Productionization
Hosting
15 Data Hosting
16 Model Hosting
Resolve the captcha to access the links!