Course Outline
Introduction to Python
- Variables, Tuples, and Lists
- Loops and Control Statements
- Modules and Imports
Development Environment Installation
- Installing Python
- Setting up Jupyter
- Managing Python modules via Pip
Vectorizing Data in Numpy
- Creating Numpy arrays
- Performing common matrix operations
- Utilizing ufuncs
- Implementing views and broadcasting on Numpy arrays
- Optimizing performance by eliminating loops
- Profiling performance using cProfile
Data Analysis with Pandas
- Data cleaning techniques
- Leveraging vectorized data in Pandas
- Data wrangling
- Sorting and filtering data
- Executing aggregate operations
- Analyzing time series data
Data Visualization
- Generating diagrams with Matplotlib
- Integrating Matplotlib within Pandas
- Producing high-quality diagrams
- Visualizing data in Jupyter Notebooks
- Exploring additional Python visualization libraries
Using Sklearn
- Developing Supervised Learning Models
- Constructing 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
- Understanding Neural Networks
- Building and Training Artificial Neural Networks (ANN)
- Overview of Convolutional Neural Networks (CNN)
- Constructing and Training an Image Classifier using CNN
- Training and evaluating Deep Learning models
Requirements
Participation is strictly limited to those who 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
