guides.md

Guides

This section will be dedicated to guides to learning Data Science, Machine Learning, Deep Learning, and the likes. The material comes from links to various sources, one of the primary ones being Virgilio, for those who are not familiar with it.

• Virgili0

  • Existing guides
    • Learning to learn
    • Just beginning
    • Fundamentals
    • Machine Learning
    • New To Data Science
    • Data Science skills
    • Deep Learning
    • Natural Language Processing
    • Tools
    • Research
  • New guides
    • Paradiso
    • Purgatorio
    • Inferno
  • Contribute to Virgili0
  • 👉 Feynman Learning Technique 👈
  • 👉 How to Learn #AI 👈
  • [👉 Python to Neural Networks : A Guide for Beginners 👈] (https://www.linkedin.com/feed/update/urn:li:activity:6690911303441219584/)

• Contributing

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Virgili0

Existing guides

Learning to learn

• Virgilio's Teaching Strategy - Learning to Learn

Just beginning

• Demystification of the key concepts of Artificial Intelligence and Machine Learning

Fundamentals

• Math Fundamentals
• Statistics Fundamentals
• Python Fundamentals
• Jupyter Notebook
• The Data Science Process

Machine Learning

• What do I need for ML?
• Do you really need ML?
• ML use cases
• Introduction to ML
• Machine Learning Theory
• Introduction to Artificial Neural Networks
• ML Study paths
  • Machine Learning Study Path
• Computer Vision
  • Introduction to Computer Vision using OpenCV and Python

New To Data Science

• Basic Python
• Matrix Algebra
• Python for Data Science

Data Science skills

• The Data Science Process
  • Frame The Problem
  • Usage and Integration
  • Starting a Data Project
  • WorkSpace Setup and Cloud Computing
  • Collect and Prepare Data Data Preparation Data Visualization
  • Data Preprocessing
  • Data Visualization

Deep Learning

• Deep Learning Theory
• Deep Learning in Cloud
• Object Tracking based on Deep Learning
• Object Instance Segmentation using TensorFlow Framework and Cloud GPU Technology

Natural Language Processing

• Chatbots - Build a complex and useful Virtual Assistant with DialogFlow and Flask

Tools

• Latex
• Wolfram Alpha
• GeoGebra
• RegeX
• MLDemos

Research

• Zotero
• State-of-Art Papers Explained

New guides

Paradiso

• See guide map
• See Paradiso

Purgatorio

• See guide map
• See Purgatorio

Inferno

• See guide map
• See Inferno

Contribute to Virgili0

Learn how you can also contribute to Virgili0 and add your own guides and professional experience to the existing resources.

Contributing

Contributions are very welcome, please share back with the wider community (and get credited for it)!

Please have a look at the CONTRIBUTING guidelines, also have a read about our licensing policy.

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