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 CYBERPRO
About CYBERPRO was founded in cooperation with international information security and instruction authorities who bring to Israel world-leading cyber training technologies and a learning experience of the highest standard available today.
The partners include the IITC group which has been training graduates for the high tech industry for over 20 years, and was selected as the training center for the Cisco Company in Israel.
CYBERPRO’s advanced, sought-after training courses in the areas of infrastructures, information security and cyber are world famous. These training courses were developed by some of the best cyber experts in the world, for international security organizations that emphasize the high training capabilities, the professional learning methods and the unique training and practice technologies. Our connection with international groups allows our students to be exposed to unique employment opportunities in Israel and abroad.
The training and learning tracks are all based much hands-on practice and preparation for the industry and profession requirements, so they include technological labs and practice sessions using one of the most advanced simulators in the world.
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