How Google Does Machine Learning
What is machine learning, and what kinds of problems can it solve? Google thinks about machine learning slightly differently – of being about logic, rather than just data. We talk about why such a framing is useful when thinking about building a pipeline of machine learning models. Then, we discuss the five phases of converting a candidate use case to be driven by machine learning, and consider why it is important the phases not be skipped. We end with a recognition of the biases that machine learning can amplify and how to recognize those biases.
What you will learn:
- Frame a business use case as a machine learning problem.
- Gain a broad perspective of machine learning and where it can be used.
- Convert a candidate use case to be driven by machine learning.
- Recognize biases that machine learning can amplify.
- Leverage Google Cloud Platform tools and environment to do machine learning.
Who this course is for?
- Aspiring machine learning data scientists and engineers
- Machine learning scientists, data scientists, and data analysts
- Data engineers
Prerequisite
- Some familiarity with basic machine learning concepts
- Basic proficiency with a scripting language: Python preferred
Course Outline
- Module 1: Introduction to Course
- Summarize course scope
- Get started with Google Cloud and Qwiklabs
- Module 2: What it means to be AI first
- Identify and solve ML problems such as intelligent search and natural speech processing to infuse applications with ML, build a data strategy, and use ML creatively.
- Use ML creatively, to delight your users.
- Module 3: How Google does ML
- Acquire the organizational know-how to implement machine learning.
- Leverage Google’s experience to avoid common pitfalls.
- Module 4: Inclusive ML
- Discover where bias in machine learning models originates.
- Diagnose ML models with biases
- Module 5: Python Notebooks in the Cloud
- Run Cloud AI Platform (CAIP) Notebooks
- Understand the development process using CAIP
- Describe computation and storage
- Module 6: Course Summary
- Summarize Course
Jadwal Training
| Tanggal | Pukul | Biaya (per pax; belum termasuk VAT 10%) | Trainer | Venue | Daftar |
|---|---|---|---|---|---|
| TBA | TBA | Rp 14 juta | Satria Yuda Utama | Online | TBA |
| TBA | TBA | Rp 14 juta | Satria Yuda Utama | Online | TBA |
| TBA | TBA | Rp 14 juta | Satria Yuda Utama | Online | TBA |
| TBA | TBA | Rp 14 juta | Satria Yuda Utama | Online | TBA |
| TBA | TBA | Rp 14 juta | Satria Yuda Utama | Online | TBA |