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خبرات المدرب

• Artificial Intelligence professional and Machine Learning Engineer with good
  technical skills, Certified as Machine Learning, Neural Networks and Deep
  Learning Instructor from Epita (France), ITI (Egypt) and Certified as Artificial
  Intelligence Instructor from HUAWEI
  Preparing Data-Science Master (Cairo University), YouTuber and Technical writer Work History
  2020-01 -
  Current
  Machine Learning Engineer
  Self-Employed, Cairo, Cairo
  ⚫ Python
  ⚫ Advanced Python libraries for data science and machine
  learning (i.e. Scikit-Learn, Pandas, NumPy,...etc).
  ⚫ Linear algebra basics.
  ⚫ Basics of statistics and probability.
  ⚫ Dataset Engineering (preparation, cleaning, filling missing
  data, collinearity and covariance, visualization and
  dimensionality-reduction).
  ⚫ Machine learning basics (overfitting, underfitting, bias,
  variance, cross-validation and creating pipelines).
  ⚫ Supervised machine learning algorithms like LinearRegression, Logistic-Regression, SVM , Penalized-Regression
  (Ridge-Regression, LASSO-Regression), Decision-Trees
  (Regressor, Classifier), KNN, Naive Bayes, K-Means and
  Ensemble-Methods (Random-Forest, Gradient-Boosting).
  ⚫ Unsupervised machine learning algorithms as PCA
  (Principle Component Analysis), K-Means and Gaussian
  Mixtures . 2019-01 -
  Current
  Computer-Vision Engineer
  Self-Employed, Cairo, Cairo
  ⚫ Tensor data structure.
  ⚫ Deep-Learning frame works (TensorFlow, Keras).
  ⚫ Artificial Neurons anatomy.
  ⚫ Artificial Neural Networks (Feed-Forward and
  Backpropagation algorithms).
  ⚫ Sequential APIs and Functional APIs
  ⚫ Activation functions.
  ⚫ Optimization algorithms (Gradient-Descent, SGD,
  Momentum GD, ADAM).
  ⚫ Hyperparameters study.
  ⚫ Saving and restoring models.
  ⚫ Good Experience in Deep-Learning with Tenser-Flow and
  Keras.
  ⚫ Image Fundamentals.
  ⚫ Convolutional Neural Networks (CNN).
  ⚫ OpenCV framework
  ⚫ Image features and descriptors extrasction.
  ⚫ Face Detection, Object Detection, ..
  ⚫ Image-Classification vs Object-Detection.
  ⚫ YOLOv3 Framework.