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I taught following courses online for about 2 years to more than 300 students, in several institutes including my own University (IUST) and Ahlul Bayt International University.
Computer Vision and Image Processing (at vision dustry group)
Computer Vision and Image Processing (at vision dustry group)
Topics Covered:
python crash course
opencv
CNN
image classification
RNN
action recognition
object detection and semantic segmentation
generative models
image to image translation
Deep Learning (at IUST and vision dustry group)
Deep Learning (at IUST and vision dustry group)
Topics Covered:
python crash course
Tensorflow
Keras
PyTorch
Optimization Algorithms
ANN- CNN- RNN- LSTM- SOM
AutoEncoders
Special Applications: (object detection, face detection,...)
Machine Learning (at IUST, Ahlul Bayt International University and vision dustry group)
Machine Learning (at IUST, Ahlul Bayt International University and vision dustry group)
Topics Covered:
python crash course
Data Analysis (numpy & pandas)
Data Visualization (matplotlib, seaborn and pandas, plotly, cufflinks, geographical plotting)
Linear Regression
Cross Validation
Logistic Regression
k nearest neighbors
Decision Trees and random forests
Support Vector Machines (SVM)
k means Clustering
Python Programming (at IUST and vision dustry group)
Python Programming (at IUST and vision dustry group)
Topics Covered:
jupyter notebook and google colab
python setup
objects and data structure
comparison operators
statements
methods and functions
OOP
modules and packages
errors and exceptions
decorators
generators
working with files
libraries: matplotlib, pandas, numpy and openCV
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