Data Science &
Machine Learning
by Ahmad Mostafa
Free course
Arabic Machine Learning Bootcamp
12 modules · 184 videos · about 27 hours, in Arabic. From Python and data analysis to machine learning, deep learning, computer vision, and NLP.
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01
Intro to AI & Data Science
AI basics, ML concepts, data science lifecycle
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02
Python Foundations
Data types, OOP, functions, file handling
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03
Python Projects
Guessing game, APIs, web scraping projects
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04
Python Web Scraping
BeautifulSoup, scraping techniques
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05
Git & GitHub
Version control, collaboration
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06
Python Data Analysis
NumPy, pandas, visualization, statistics, EDA
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07
Streamlit
App building, deployment
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08
Data Preprocessing & Feature Engineering
Cleaning, scaling, encoding, pipelines
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09
Machine Learning
Regression, classification, clustering, PCA
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10
Intro to Deep Learning
Neural networks, backpropagation, Keras, training tips
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11
Intro to Computer Vision
CNNs, image classification, data augmentation, transfer learning
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12
Intro to NLP
Text processing, embeddings, RNNs, LSTMs, sentiment analysis
Coming next
From ML projects to ML software.
Something new is on the way. Follow along with #ML2Software.