Course detailsPython Programming
Learn basics of writing and running Python scripts to more advanced features such as file operations, regular expressions, working with binary data, and using the extensive functionality of Python ;
Duration : 40 Training Hours
Perquisites:Basic skills with at least one programming language are ;
- Python introduction and syntax
- Python data types and operations
- Functions and files
- Exceptions and OOP in python
- Regular expressions in python
- Multithreading and multiprocessing
- Sockets and APIs in python
- Database with SQLite
- Building your own server with flask
- Numpy and matrix operations
- Pandas and data handling
- Time Series modeling in pandas
- Data visualization with matplotlib and seaborn
- Git command line and gui based
- Big data with python using pyspark
Machine Learning with Python
Machine learning is changing the world and if you want to be a part of the ML revolution, this is a great place to start!
Duration : 40 Training Hours
- Data preprocessing
- Basic maths for machine learning and deep learning
- Loss functions
- Gradient descent
- How Machine learning work step by step
- Regression Problem and models
- Bias variance tradeoff
- Polynomial features
- Classification problem
- Logistic Regression
- K-nearest neighbor classifier and regressor
- Support vector machine (SVM)
- Naive Bayes
- Decision tree classifier and regressor
- Ensemble learning (voting classifiers, Bagging, Boosting, stacking)
- Cross validation
- Different metrics for model evaluation
- Hyper parameter tuning
- Dimensionality reduction
- Clustering and it’s models
- Web Scraping for data collecting
- Final project with Machine learning
Eligibility / Requirements
Perquisites:Basic skills with at least one programming language
About CLS Learn
CLS help and support the Egyptian market , cooperate, individuals and universities to Learn various technology products and acquire new potentials and advance in their career.
CLS is an Authorized training center of :
• Microsoft Certified Gold Learning Solution GOLD CPLS
• Oracle Training Partner WDP
• EC Council Accredited Training Center
• Cisco Certified learning Partner
• Adobe Authorized Training Center
• Autodesk Authorized Training Center and Certification center
• Exin ITIL Authorized training Provider and certification provider
• Authorized Pearson VUE testing centers
• Authorized Prometric testing centers
CLS is a Microsoft Gold Learning Solutions Learning Solution.
CL is An award winning Training center from EC-Council : Circle of Excellence award.
CLS is an Accredited Learning Solution from Microsoft , Oracle , Cisco , EC-Council , Adobe , Autodesk , Pearson VUE and Prometric.
CLS Founders and Managers Team has over 21 Years of Experiencein the Training industry since 1995.
CLS Team has trained over 1,000,000 trainess and 1500 Company.
CLS instructors are the best certified professional instructors in Egypt with reliable working experience.
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