Data Science &
Machine Learning

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.

1. 01

   Intro to AI & Data Science

   AI basics, ML concepts, data science lifecycle

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2. 02

   Python Foundations

   Data types, OOP, functions, file handling

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3. 03

   Python Projects

   Guessing game, APIs, web scraping projects

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4. 04

   Python Web Scraping

   BeautifulSoup, scraping techniques

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5. 05

   Git & GitHub

   Version control, collaboration

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6. 06

   Python Data Analysis

   NumPy, pandas, visualization, statistics, EDA

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7. 07

   Streamlit

   App building, deployment

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8. 08

   Data Preprocessing & Feature Engineering

   Cleaning, scaling, encoding, pipelines

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9. 09

   Machine Learning

   Regression, classification, clustering, PCA

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10. 10

    Intro to Deep Learning

    Neural networks, backpropagation, Keras, training tips

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11. 11

    Intro to Computer Vision

    CNNs, image classification, data augmentation, transfer learning

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12. 12

    Intro to NLP

    Text processing, embeddings, RNNs, LSTMs, sentiment analysis

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