Mastering Python: Advanced techniques for developers
This training introduces advanced concepts of Python in a practice-oriented way. In the course of the training, participants will learn all the important concepts of the language through interactive examples and extensive practical exercises.
At a glance
General information
2 days practical training
Target group
Software developers with basic knowledge of Python (see Python Basics Training)
Application examples
Realizing powerful ideas, e.g. regarding Deep Learning, Machine Learning, system automation, and Microservices, with few lines of code
Effective Implementation of complex analysis models and simulations
Description
Python is a simple yet powerful language.
It is therefore not without reason that Python is the optimal language for data science and enjoys great popularity in the context of deep learning, machine learning, system automation and microservices.
This training course focuses on advanced aspects of the language that help to structure large code bases, develop reusable code and handle big data efficiently and reproducibly.
Over the course of the training, participants will familiarise themselves with all the key concepts of the language using interactive examples and extensive practical exercises.
Agenda
- Realisation and use of interfaces in OOP for abstraction and interchangeability of components in Python
- Error handling: advantages over return codes, types of errors, and how errors are triggered and caught.
- Aspects of functional programming: Map/Filter and List Comprehensions
- Using Lambda Functions to define inline functions
- Extending the design pattern code using Decorators
- How to write your own Decorators and where are they provided?
- Using iterators and generators to handle data sequences in a memory-efficient and on-demand way
Typical questions we answer:
- What are exceptions and how are they used to elegantly map error paths?
- What better alternatives are there than loops as a control structure?
- How can the same function be applied to different data structures?
- How can comprehensions be used to intuitively define transformations on data structures?
- How do decorators help to add aspects like logging, access control, or caching to functions in a reusable way?
- How can iterators and generators be used to save memory and computing time?
- signed certificate of participation
- in-house training
- Customization available (agenda, tech stack, language, etc.)
- small training groups
Why inovex Academy?
Our offerThe inovex Academy has set itself the task of passing on knowledge about methods and technologies that we already use successfully in our projects.
Curated content
Our trainers create a customized training offer based on your requirements.
Customizable tech stack
In exclusive trainings, we can consider your tech stack for the training content.
Individual assistance
If needed, we can tailor the training to a specific use case of your company and work directly based on your data.
Trainers
Our trainers are field-tested experts in their areas of expertise. Through their work in projects, they expand their knowledge day by day and pass on this know-how in their trainings - application-oriented and practice-oriented.
Anna-Lena Popkes
Julian Eger-Benninger
Our training approach
From the needs analysis to the awarding of certificates, we offer customized training courses, flexibly designed and carried out according to your requirements.
If you are interested in in-house training, we will start by identifying your needs and discussing your objectives. This discussion forms the basis for an initial offer.
As soon as the framework data has been clarified, our trainers start adapting the training content. Many of our training courses have a modular structure and offer the opportunity to design the agenda flexibly. Training courses that prepare for certifications, on the other hand, are less flexible. Here, however, you can set the content focus according to your wishes.
You will receive all relevant information in advance of the training. The training will then take place in the room of your choice and at the agreed time. Our trainers will adapt to your requirements.
After completing the training, all participants receive a certificate confirming their participation. You will also have the opportunity to give us feedback on the content and the course. We are always happy to receive praise and suggestions for improvement.
Frequently Asked Questions
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Supplementary information
Collin Rogowski
Head of inovex Academy