Course Outline
Introduction to Python
- Understanding Variables, Tuples, and Lists
- Implementing Loops and Control Statements
- Working with Modules and Imports
Setting Up the Development Environment
- Installing Python
- Installing Jupyter
- Installing Python modules via Pip
Vectorizing Data with NumPy
- Creating NumPy arrays
- Performing common matrix operations
- Utilizing ufuncs
- Understanding views and broadcasting on NumPy arrays
- Optimizing performance by eliminating loops
- Profiling performance with cProfile
Data Analysis with Pandas
- Data cleaning techniques
- Leveraging vectorized data in Pandas
- Data wrangling strategies
- Sorting and filtering datasets
- Executing aggregate operations
- Analyzing time series data
Data Visualization
- Creating plots with Matplotlib
- Using Matplotlib within Pandas
- Designing high-quality visualizations
- Visualizing data directly in Jupyter notebooks
- Exploring other Python visualization libraries
Utilizing Scikit-learn (Sklearn)
- Developing Supervised Learning models
- Constructing Classification models
- Training and evaluating models
- Visualizing results
- Calculating and plotting 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)
- Introduction to Convolutional Neural Networks (CNN)
- Developing and training an Image Classifier using CNN
- Training and evaluating Deep Learning models
Requirements
Attendance at the "Python and Data Visualization" course taught by Ahmed on February 11, 2021, is a strict requirement for enrollment in this course.
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
