Course Outline
Introduction to Python
- Variables, tuples, and lists
- Loops and control statements
- Modules and imports
Development Environment Installation
- Installing Python
- Installing Jupyter
- Installing Python modules using Pip
Vectorizing Data in Numpy
- Creating NumPy arrays
- Common operations on matrices
- Using universal functions (ufuncs)
- Views and broadcasting on NumPy arrays
- Optimizing performance by avoiding loops
- Optimizing performance with cProfile
Data Analysis with Pandas
- Data cleaning
- Utilizing 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 charts
- Visualizing data in Jupyter notebooks
- Exploring other visualization libraries in Python
Using Scikit-learn
- Building supervised learning models
- Developing classification models
- Model training and evaluation
- Visualizing results
- Calculating and plotting the confusion matrix
Introduction to Deep Learning using Keras and TensorFlow
- Installing TensorFlow and Keras
- Introduction to neural networks
- Building and training artificial neural networks (ANN)
- Introduction to convolutional neural networks (CNN)
- Building and training an image classifier using CNN
- Training and evaluating deep learning models
Requirements
Enrollment in this course is restricted exclusively to participants who previously attended the "Python and Data Visualization" workshop led by 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
