### Course Progress

0%

Videos Watched 0 / 16

### Lessons

#### Introduction

- [1 - Introduction](/content/machine-learning/large-scale/introduction/index.html) FREE

#### Data Support

- [2 - Data Ingestion](/content/machine-learning/large-scale/data-ingestion/index.html) FREE
- [3 - Data Storage](/content/machine-learning/large-scale/data-storage/index.html)
- [4 - Data Processing](/content/machine-learning/large-scale/data-processing/index.html)
- [5 - Processing Orchestration](/content/machine-learning/large-scale/processing-orchestration/index.html)

#### Exploration

- [6 - Workspaces](/content/machine-learning/large-scale/workspaces/index.html)

#### Experimentation

- [7 - Frequentist AB Testing](/content/machine-learning/large-scale/frequentist-ab-testing/index.html)
- [8 - Bayesian AB Testing](/content/machine-learning/large-scale/bayesian-ab-testing/index.html)
- [9 - Multi-Armed Bandit](/content/machine-learning/large-scale/multi-armed-bandit/index.html)
- [10 - Impact Estimation](/content/machine-learning/large-scale/impact-estimation/index.html)

#### Large-Scale Training

- [11 - Basic Models](/content/machine-learning/large-scale/basic-models/index.html)
- [12 - Deep Learning Models](/content/machine-learning/large-scale/deep-learning-models/index.html)
- [13 - Model Validation](/content/machine-learning/large-scale/model-validation/index.html)

#### Productionization

- [14 - Productionization](/content/machine-learning/large-scale/productionization/index.html)

#### Hosting

- [15 - Data Hosting](/content/machine-learning/large-scale/data-hosting/index.html)
- [16 - Model Hosting](/content/machine-learning/large-scale/model-hosting/index.html)

## 1 - Introduction

2 min

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?

### Lesson 2

- [Data Ingestion](/content/machine-learning/large-scale/data-ingestion/index.html)