SQL Saturday Prague 2019 Pre-Con: Machine Learning - Prototyping and Productionalization in Azure Cloud, Praha, Pátek, 20. Září 2019

SQL Saturday Introduction
On September 21, 2019 we are organizing SQL Saturday Prague 2019!Microsoft Data Platform conference, where you can register for FREE!
If you want to gain deep knowledge in one specific topic, don't hesitate and register for one of our full day in-depth workshops held by the best experts in our data engineering industry!
So, are you ready to get cool insights to practical world of Machine Learning in Azure? Choose this one!
Pre-Con: Machine Learning - Prototyping and Productionalization in Azure Cloud

Presenters are two data science and machine learning practicioners with plenty of real world experience:
Jakub Štěch a Jan Procházka z DataSentics
Data Science is currently the hottest topic among data analysts and technologists, but getting started in Azure can be overwhelming. We aim to change that with this full-day, hands-on course in which you will be introduced to our best practice in the cloud enabling data science and its basic methodologies using the Python and PySpark programming language!
Our best practice is based on many years of experience with major banks, insurances, FCMG companies both international and Czech. We are creators of and AdPicker.
Agenda

Part 1 - Data use cases in the real world (introductory presentation)
Part 2 - Azure Cloud environment (demo)
Part 3 - Setup of storage and analytics environment in Azure Cloud (hands-on lab)
Part 4 - Data preprocessing with pyspark basis (hands-on lab)
Part 5 - Machine learning with pyspark (hands-on lab)
Part 6 - Automation of the ML model (demo)
Part 7 - Finishing data pipeline solving business case (demo)
Part 8 - Productionalization in real world and why it tooks the majority of project effort (presentation)

Class Format (% of time):

Slides - 20%
Demos - 20%
Hands-on labs - 60%

Note that it is a hands-on lab, but it is up to you if you want to code during the pre-conf. If you want to put your hands on the keyboard, please take in mind following requirements:

Bring your notebook
Create a trial Azure account (free with 180€ credit). If you would struggle feel free to write us on linkedIn/facebook.
Know basics in programming (Python knowledge is useful, but not a must)

Intended Audience
Data specialists including ETL developers, DBAs, DWH specialists, developers looking to branch out into the wider world of data science and cloud data engineering.
Data Analysts who want an introduction to the solving real life cases using cloud and spark
Anyone who is looking for a fun, hands-on way to get started in the data science and cloud data engineering field. SW Engineers are welcomed as well.
Bios
Jakub Štěch5+ years of experience in machine learning and data analysis in insurance & banking, e-commerce, retail and FMCG. Expertise in advanced models (predictive modelling, unsupervised methods, text mining and image processing) using Python and PySpark. PhD study in mathematics and statistics at FNSPE CTU.
Jan Procházka9+ years of experience in data analytics as a developer, analyst, architect, operation and data engineering leader. For a better understanding of my focus please read following books: 

Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
The Phoenix Project: A Novel about IT, DevOps, and Helping Your Business Win
Agile Data Warehousing: Delivering World-Class Business Intelligence Systems Using Scrum and XP


Pátek, 20. Září 2019, Praha, SQL Saturday Prague 2019 Pre-Con: Machine Learning - Prototyping and Productionalization in Azure Cloud

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