Course Outline
Introduction to Python
- Variables, tuples, and lists
- Loops and control statements
- Modules and imports
Development Environment Setup
- Installing Python
- Installing Jupyter
- Installing Python modules via Pip
Data Vectorization with Numpy
- Creating Numpy arrays
- Common matrix operations
- Utilizing ufuncs
- Views and broadcasting on Numpy arrays
- Enhancing performance by avoiding loops
- Performance optimization using cProfile
Data Analysis with Pandas
- Data cleaning
- Implementing vectorized data in Pandas
- Data wrangling
- Sorting and filtering data
- Aggregate operations
- Analyzing time series
Data Visualization
- Creating plots with matplotlib
- Using matplotlib within Pandas
- Designing high-quality visualizations
- Visualizing data in Jupyter notebooks
- Exploring other Python visualization libraries
Using Scikit-learn (Sklearn)
- Constructing Supervised Learning Models
- Developing Classification Models
- Model training and evaluation
- Visualizing results
- Calculating and plotting confusion matrices
Introduction to Deep Learning with Keras and TensorFlow
- Installing TensorFlow and Keras
- Understanding Neural Networks
- Building and training Artificial Neural Networks (ANN)
- Introduction to Convolutional Neural Networks (CNN)
- Building and training image classifiers using CNNs
- Training and evaluating Deep Learning Models
Requirements
Participation is strictly limited to those who attended the "Python and Data Visualization" course 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
