Course Outline
Introduction to Python for Government
- Variables, Tuples, and Lists
- Loops and Control Statements
- Modules and Imports
Development Environment Installation for Government
- Installing Python
- Installing Jupyter
- Installing Python Modules Using Pip
Vectorizing Data in Numpy for Government
- 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 for Government
- Data Cleaning
- Using Vectorized Data in Pandas
- Data Wrangling
- Sorting and Filtering Data
- Aggregate Operations
- Analyzing Time Series
Data Visualization for Government
- Plotting Diagrams with Matplotlib
- Using Matplotlib from Within Pandas
- Creating Quality Diagrams
- Visualizing Data in Jupyter Notebooks
- Other Visualization Libraries in Python
Using Sklearn for Government
- Building Supervised Learning Models
- Building Classification Models
- Model Training and Evaluation
- Plotting Results
- Confusion Matrix Calculation and Plotting
Introduction to Deep Learning Using Keras and TensorFlow for Government
- Installing TensorFlow and Keras
- Introduction to Neural Networks
- Building and Training Artificial Neural Networks (ANN)
- Introduction to Convolutional Neural Networks (CNN)
- Building and Training Image Classifiers Using CNN
- Training and Evaluating Deep Learning Models
Requirements
This course is specifically designed for individuals who participated in the "Python and Data Visualization" training with Ahmed on February 11, 2021. It is tailored to build upon the foundational knowledge gained in that session, ensuring continuity and advancement of skills for government professionals.
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
