ABOUT THE PROGRAM
The course covers the following topics:
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Linux command-line
- Linux overview
- Setup Linux from scratch
- Working with files and directories
- Text processing
- Regular expressions
- Searching for files
- Linux networking
- Linux users and permissions
- Package management and code compilation
- Process Management
- Linux services (web server, database, dhcp, ssh)
Building tools with Python
- Hello python
- Expressions, data types, variables and simple logic
- Solving problems with python flow control, conditionals, and loops
- Text processing, handling strings, lists and regular expressions
- Functional programing, exception handling and better use of cmd interface
- Generating dictionaries and working with files
Python for AI
- SciPy
- NumPy
- MatplotLib
- Theano
Intro to Databases
- Relational DB’s
- NoSql DB’s
- Intro to SQL
- DB’s with Python
Working with GitHub
- Installation
- Daily work
- Git Packages
Matlab
- Command prompt and expressions
- Variables
- Lists and Vectors
- Indexing
- Basic plotting
- Vectors
- Debugging with MAtlab
Machine Learning
- Practical data science with SageMaker
- Introduction
- Decision trees
- Regression algorithms
- Clustering
Cloud and Services
- Introduction to Cloud
- Using AWS services
- AWS ML-Building blocks
- Machine learning pipeline on AWS
Deep Learning
- Convolutional networks
- Unsupervised learning
- Sentiment analysis model
- Using TensorFlow
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ABOUT SOTERIA GLOBAL
SOTERIA Global is a global leader in cyber-security training solutions and services.
The cyber world is now a part of our everyday life. New technology emerges daily, and as opportunities increase, so do cyber risks. Threats constantly evolve, and we must protect our valuable assets.
A successful cyber defense has many factors, but they all have one thing in common: dedicated, skilled individuals.
SOTERIA Global experts develop our solutions and rely on the best technological assets in the market. Our impressive global presence expands over four continents, giving us access to the best cybersecurity professionals.
Our solutions range from customized training programs to developing cyber-oriented facilities, ensuring that individuals and organizations are ready to face real-world threats. Over the years, we have worked with various organizations across many sectors, giving us the skillset to shape and adapt our solutions to meet our client’s needs.
COURSE INFO
Target audience
- Software Engineers
- Python Programmers
Prerequisites
- English – High level
- 2+ years of experience in programming
- Knowledge in Linux – An advantage
- Familiarity with AWS or Azure NL services -an advantage
Skills Gained
- Advance python programming
- Using the tools of trade and available cloud services
- Implementing AI and ML models and architecture
- Understanding deep learning