Roadmap : from zero to AI engeneer

By i_am_the_quiche

Roadmap : from zero to AI engeneer

Roadmap : from zero to AI engeneer
- Fundamental Knowledge
  
  Fundamental Knowledge
  - Mathematics
    
    Mathematics
    - Linear Algebra
      
      Linear Algebra
    - Calculus
      
      Calculus
    - Probability and Statistics
      
      Probability and Statistics
    - Discrete Mathematics
      
      Discrete Mathematics
  - Programming Languages
    
    Programming Languages
    - Python
      
      Python
    - R
      
      R
    - Java
      
      Java
    - C++
      
      C++
  - Data Structures and Algorithms
    
    Data Structures and Algorithms
    - Arrays and Lists
      
      Arrays and Lists
    - Trees and Graphs
      
      Trees and Graphs
    - Sorting and Searching Algorithms
      
      Sorting and Searching Algorithms
    - Dynamic Programming
      
      Dynamic Programming
  - Software Engineering Principles
    
    Software Engineering Principles
    - Version Control (Git)
      
      Version Control (Git)
    - Debugging Techniques
      
      Debugging Techniques
    - Object-Oriented Programming
      
      Object-Oriented Programming
    - Agile Methodologies
      
      Agile Methodologies
- Data Science and Analysis
  
  Data Science and Analysis
  - Data Preprocessing
    
    Data Preprocessing
    - Data Cleaning
      
      Data Cleaning
    - Data Transformation
      
      Data Transformation
    - Feature Engineering
      
      Feature Engineering
    - Handling Missing Data
      
      Handling Missing Data
  - Exploratory Data Analysis
    
    Exploratory Data Analysis
    - Visualization Tools
      
      Visualization Tools
    - Descriptive Statistics
      
      Descriptive Statistics
    - Correlation Analysis
      
      Correlation Analysis
    - Hypothesis Testing
      
      Hypothesis Testing
  - Big Data Technologies
    
    Big Data Technologies
    - Hadoop
      
      Hadoop
    - Spark
      
      Spark
    - NoSQL Databases
      
      NoSQL Databases
    - Data Lakes
      
      Data Lakes
  - Data Ethics and Privacy
    
    Data Ethics and Privacy
    - GDPR Compliance
      
      GDPR Compliance
    - Data Anonymization Techniques
      
      Data Anonymization Techniques
    - Ethical AI Use
      
      Ethical AI Use
    - Bias and Fairness in AI
      
      Bias and Fairness in AI
- Career Development
  
  Career Development
  - Building a Portfolio
    
    Building a Portfolio
    - Personal Projects
      
      Personal Projects
    - Open Source Contributions
      
      Open Source Contributions
    - Competitions (e.g., Kaggle)
      
      Competitions (e.g., Kaggle)
    - Blogging
      
      Blogging
  - Networking
    
    Networking
    - AI Conferences and Workshops
      
      AI Conferences and Workshops
    - Online Communities
      
      Online Communities
    - LinkedIn Networking
      
      LinkedIn Networking
    - Mentorship
      
      Mentorship
  - Job Searching Strategies
    
    Job Searching Strategies
    - Resume and Cover Letter Writing
      
      Resume and Cover Letter Writing
    - Interview Preparation
      
      Interview Preparation
    - Negotiating Offers
      
      Negotiating Offers
    - Remote and Freelance Opportunities
      
      Remote and Freelance Opportunities
  - Continuous Learning
    
    Continuous Learning
    - Online Courses and Certifications
      
      Online Courses and Certifications
    - Reading Research Papers
      
      Reading Research Papers
    - Attending Webinars and Lectures
      
      Attending Webinars and Lectures
    - Experimenting with New Technologies
      
      Experimenting with New Technologies
- Machine Learning
  
  Machine Learning
  - Supervised Learning
    
    Supervised Learning
    - Regression Analysis
      
      Regression Analysis
    - Classification Algorithms
      
      Classification Algorithms
    - Decision Trees and Random Forests
      
      Decision Trees and Random Forests
    - Support Vector Machines
      
      Support Vector Machines
  - Unsupervised Learning
    
    Unsupervised Learning
    - Clustering Algorithms
      
      Clustering Algorithms
    - Principal Component Analysis
      
      Principal Component Analysis
    - Anomaly Detection
      
      Anomaly Detection
    - Autoencoders
      
      Autoencoders
  - Deep Learning
    
    Deep Learning
    - Neural Networks Basics
      
      Neural Networks Basics
    - Convolutional Neural Networks
      
      Convolutional Neural Networks
    - Recurrent Neural Networks
      
      Recurrent Neural Networks
    - Generative Adversarial Networks
      
      Generative Adversarial Networks
  - Tools and Libraries
    
    Tools and Libraries
    - TensorFlow
      
      TensorFlow
    - PyTorch
      
      PyTorch
    - Scikit-learn
      
      Scikit-learn
    - Keras
      
      Keras
- AI Specializations
  
  AI Specializations
  - Natural Language Processing
    
    Natural Language Processing
    - Text Preprocessing
      
      Text Preprocessing
    - Sentiment Analysis
      
      Sentiment Analysis
    - Machine Translation
      
      Machine Translation
    - Chatbots Development
      
      Chatbots Development
  - Computer Vision
    
    Computer Vision
    - Image Classification
      
      Image Classification
    - Object Detection
      
      Object Detection
    - Facial Recognition
      
      Facial Recognition
    - Augmented Reality
      
      Augmented Reality
  - Robotics
    
    Robotics
    - Robot Motion Planning
      
      Robot Motion Planning
    - Sensory Processing
      
      Sensory Processing
    - Human-Robot Interaction
      
      Human-Robot Interaction
    - Autonomous Vehicles
      
      Autonomous Vehicles
  - Reinforcement Learning
    
    Reinforcement Learning
    - Q-Learning
      
      Q-Learning
    - Policy Gradient Methods
      
      Policy Gradient Methods
    - Multi-agent Systems
      
      Multi-agent Systems
    - Game AI
      
      Game AI

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