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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 ufuncs
- Views and broadcasting on Numpy arrays
- Optimizing performance by avoiding loops
- Optimizing performance with cProfile
Data Analysis with Pandas
- Data cleaning
- Using vectorized data in pandas
- Data wrangling
- Sorting and filtering data
- Aggregate operations
- Analyzing time series
Data Visualization
- Plotting diagrams with matplotlib
- Using matplotlib from within pandas
- Creating quality diagrams
- Visualizing data in Jupyter notebooks
- Other visualization libraries in Python
Using Sklearn
- 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
- Installing TensorFlow and Keras
- Introduction to Neural Networks
- Building and Training ANN
- Introduction to Convolutional Neural Network
- Building and Training Image Classifier using CNN
- Training and Evaluating Deep Learning Models
Requirements
This course is exclusively offered to individuals who attended "Python and Data Visualization" with Ahmed on 11th February 2021
14 Hours
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
