Course Outline
Introduction to Python
- Variables, Tuples, and Lists
- Loops and control statements
- Modules and imports
Setting Up the Development Environment
- Installing Python
- Installing Jupyter
- Installing Python modules via Pip
Vectorizing Data with Numpy
- Creating Numpy arrays
- Common matrix operations
- Utilizing ufuncs
- Views and broadcasting on Numpy arrays
- Optimizing performance by minimizing loops
- Performance optimization using cProfile
Data Analysis with Pandas
- Data cleaning
- Leveraging vectorized data in Pandas
- Data wrangling
- Sorting and filtering data
- Aggregate operations
- Analyzing time series
Data Visualization
- Plotting charts with Matplotlib
- Using Matplotlib within Pandas
- Creating high-quality charts
- Visualizing data in Jupyter Notebooks
- Exploring other Python visualization libraries
Utilizing Scikit-learn
- Developing Supervised Learning Models
- Constructing Classification Models
- Model training and evaluation
- Visualizing results
- Calculation and plotting of the Confusion Matrix
Introduction to Deep Learning with Keras and TensorFlow
- Installing TensorFlow and Keras
- Overview of Neural Networks
- Building and Training Artificial Neural Networks (ANN)
- Overview of Convolutional Neural Networks (CNN)
- Building and Training Image Classifiers using CNN
- Training and evaluating Deep Learning models
Requirements
Participation in this course is strictly limited to those who attended the "Python and Data Visualization" session with Ahmed on February 11, 2021.
Testimonials (3)
The knowledge of the trainer. I think he knows everything about Python and has a great knowledge on other topics (like SQL, Java and other languages). The examples from his experience were great and very helpful to understand the topic. It was crucial that the trainer is a working developer.
Lukasz Janicki - Urzad Komisji Nadzoru Finansowego
Course - Python Fundamentals plus
Exercises and the information shared
Florin Ratiu - Accenture Industrial SS
Course - Python Fundamentals plus
The manner in which the lessons were organized was terrific. Easy to understand, the trainer had plenty of patience and helped everyone
