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DS/AI
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  • Artificial Intelligence
    • Introduction
    • Computer Vision
  • Machine Learning
    • Introduction
    • Supervised Learning
    • Unsupervised Learning
    • Reinforcement Learning
    • Applications
      • Computer Vision
      • Sentiment Analysis
      • Recommendation System
    • Common Workflow in ML
    • Resources
  • Deep Learning
    • Introduction
    • Resources
  • Data Science
    • Introduction
    • Resources
  • On Cloud
    • Amazon Web Services
      • AWS AI Devices
    • Microsoft Azure
    • Google Cloud Platform
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Home

Learning Path

  • Math Skills

    1. Probability & Statistics

      1. Bayes Theorem

      2. Probability Distribution

      3. Sampling

      4. Hypothesis Testing

    2. Linear Algebra

      1. Matrices

      2. Vectors

    3. Calculus

      1. Differential

      2. Integral

  • Programming Skills

    1. Python

  • Data Engineering Skills

    1. Data Pre Processing

      1. Cleaning

      2. Parsing

      3. Correcting

      4. Consolidating

    2. Extract, Transform, Load (ETL)

    3. Knowledge of Database

  • Machine Learning Algorithms

  • Machine Learning Frameworks

    1. Tensorflow

    2. Theano

    3. Spark ML Lib

    4. Torch

    5. Keras

    6. Scikit Learn

    7. Caffee

    8. Pytorch

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Last updated 2 years ago

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