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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>AI Engineer Roadmap</title>
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</head>
<body>
<div class="container">
<div class="main-header">
<a href="index.html" class="back-link">← Back to Main Menu</a>
<h1>AI Engineer Roadmap</h1>
<p class="subtitle">Complete guide to learning artificial intelligence engineering from beginner to advanced</p>
</div>
<!-- Basic Level -->
<div class="section beginner">
<h2>Basic Level</h2>
<div class="topic">
<h3>Mathematics for AI</h3>
<p>Essential mathematics like linear algebra, calculus, statistics, probability required to understand AI algorithms.</p>
<button class="expand-btn">Show Resources</button>
<div class="resources">
<a href="https://www.khanacademy.org/math/linear-algebra" class="resource" target="_blank">Linear Algebra - Khan Academy</a>
<a href="https://www.khanacademy.org/math/statistics-probability" class="resource" target="_blank">Statistics & Probability</a>
<a href="https://www.coursera.org/learn/mathematics-for-machine-learning" class="resource" target="_blank">Coursera - Mathematics for Machine Learning</a>
<a href="https://www.edx.org/course/linear-algebra-foundations-to-frontiers" class="resource" target="_blank">edX - Linear Algebra</a>
</div>
</div>
<div class="topic">
<h3>Programming (Python)</h3>
<p>Python is the primary language for AI development, with libraries like NumPy, Pandas, Matplotlib.</p>
<button class="expand-btn">Show Resources</button>
<div class="resources">
<a href="https://www.python.org/about/gettingstarted/" class="resource" target="_blank">Python Getting Started</a>
<a href="https://numpy.org/doc/stable/user/quickstart.html" class="resource" target="_blank">NumPy Quickstart</a>
<a href="https://pandas.pydata.org/docs/user_guide/10min.html" class="resource" target="_blank">Pandas 10 Minutes Guide</a>
<a href="https://www.coursera.org/specializations/python" class="resource" target="_blank">Coursera - Python for Everybody</a>
<a href="https://matplotlib.org/stable/tutorials/index.html" class="resource" target="_blank">Matplotlib Tutorials</a>
</div>
</div>
<div class="topic">
<h3>Machine Learning Fundamentals</h3>
<p>Introduction to ML concepts like supervised/unsupervised learning, evaluation, etc.</p>
<button class="expand-btn">Show Resources</button>
<div class="resources">
<a href="https://www.coursera.org/learn/machine-learning" class="resource" target="_blank">ML Course by Andrew Ng</a>
<a href="https://scikit-learn.org/stable/getting_started.html" class="resource" target="_blank">Scikit-learn Guide</a>
<a href="https://www.kaggle.com/learn/intro-to-machine-learning" class="resource" target="_blank">Kaggle - Intro to Machine Learning</a>
<a href="https://www.fast.ai/" class="resource" target="_blank">fast.ai - Practical Deep Learning</a>
</div>
</div>
<div class="topic">
<h3>Git & GitHub</h3>
<p>Git is a version control system for tracking changes in source code. GitHub is a platform for hosting repositories and collaborating on projects.</p>
<button class="expand-btn">Show Resources</button>
<div class="resources">
<a href="https://git-scm.com/doc" class="resource" target="_blank">Official Git Documentation</a>
<a href="https://docs.github.com/en" class="resource" target="_blank">GitHub Docs</a>
<a href="https://www.atlassian.com/git/tutorials" class="resource" target="_blank">Atlassian - Git Tutorials</a>
<a href="https://www.udacity.com/course/version-control-with-git--ud123" class="resource" target="_blank">Udacity - Version Control with Git</a>
</div>
</div>
</div>
<!-- Beyond Basic Section -->
<div class="section intermediate">
<h2>Beyond Basic</h2>
<div class="topic">
<h3>Deep Learning</h3>
<p>Introduction to deep neural networks, TensorFlow/PyTorch, etc.</p>
<button class="expand-btn">Show Resources</button>
<div class="resources">
<a href="https://www.deeplearning.ai/" class="resource" target="_blank">Deep Learning Specialization</a>
<a href="https://pytorch.org/tutorials/" class="resource" target="_blank">PyTorch Tutorials</a>
<a href="https://www.tensorflow.org/tutorials" class="resource" target="_blank">TensorFlow Tutorials</a>
<a href="https://www.fast.ai/" class="resource" target="_blank">fast.ai - Deep Learning for Coders</a>
<a href="https://www.coursera.org/specializations/deep-learning" class="resource" target="_blank">Coursera - Deep Learning Specialization</a>
</div>
</div>
<div class="topic">
<h3>Natural Language Processing (NLP)</h3>
<p>A field of AI dealing with processing and understanding natural language.</p>
<button class="expand-btn">Show Resources</button>
<div class="resources">
<a href="https://huggingface.co/course" class="resource" target="_blank">Hugging Face Course</a>
<a href="https://www.nltk.org/" class="resource" target="_blank">NLTK Documentation</a>
<a href="https://www.coursera.org/specializations/natural-language-processing" class="resource" target="_blank">Coursera - NLP Specialization</a>
<a href="https://spacy.io/usage/spacy-101" class="resource" target="_blank">spaCy 101</a>
</div>
</div>
<div class="topic">
<h3>Computer Vision</h3>
<p>A field dealing with enabling computers to "see" and understand images/videos.</p>
<button class="expand-btn">Show Resources</button>
<div class="resources">
<a href="https://www.coursera.org/specializations/convolutional-neural-networks" class="resource" target="_blank">CNN Specialization</a>
<a href="https://opencv.org/" class="resource" target="_blank">OpenCV Documentation</a>
<a href="https://www.coursera.org/learn/computer-vision-basics" class="resource" target="_blank">Coursera - Computer Vision Basics</a>
<a href="https://www.kaggle.com/learn/computer-vision" class="resource" target="_blank">Kaggle - Computer Vision Course</a>
</div>
</div>
<div class="topic">
<h3>Data Preprocessing & Feature Engineering</h3>
<p>Essential steps to prepare data before feeding it to models.</p>
<button class="expand-btn">Show Resources</button>
<div class="resources">
<a href="https://pandas.pydata.org/docs/user_guide/missing_data.html" class="resource" target="_blank">Pandas Missing Data</a>
<a href="https://scikit-learn.org/stable/modules/preprocessing.html" class="resource" target="_blank">Scikit-learn Preprocessing</a>
<a href="https://www.kaggle.com/learn/data-cleaning" class="resource" target="_blank">Kaggle - Data Cleaning</a>
<a href="https://www.coursera.org/learn/data-preprocessing" class="resource" target="_blank">Coursera - Data Preprocessing</a>
</div>
</div>
</div>
<!-- Advanced Level -->
<div class="section advanced">
<h2>Advanced Level</h2>
<div class="topic">
<h3>Generative AI (GPT, DALL-E, etc.)</h3>
<p>Models for generating content like text, images, audio, etc.</p>
<button class="expand-btn">Show Resources</button>
<div class="resources">
<a href="https://www.deeplearning.ai/short-courses/" class="resource" target="_blank">Generative AI Short Courses</a>
<a href="https://platform.openai.com/docs/introduction" class="resource" target="_blank">OpenAI Documentation</a>
<a href="https://www.coursera.org/learn/generative-ai-with-llms" class="resource" target="_blank">Coursera - Generative AI with LLMs</a>
<a href="https://huggingface.co/learn" class="resource" target="_blank">Hugging Face - Transformers Course</a>
</div>
</div>
<div class="topic">
<h3>MLOps & Model Deployment</h3>
<p>Integrating ML with operations using tools like MLflow, Kubeflow, etc.</p>
<button class="expand-btn">Show Resources</button>
<div class="resources">
<a href="https://mlflow.org/docs/latest/index.html" class="resource" target="_blank">MLflow Documentation</a>
<a href="https://kubeflow.org/docs/" class="resource" target="_blank">Kubeflow Documentation</a>
<a href="https://www.coursera.org/learn/introduction-to-mlops" class="resource" target="_blank">Coursera - Introduction to MLOps</a>
<a href="https://www.udacity.com/course/machine-learning-dev-ops-engineer-nanodegree--nd0821" class="resource" target="_blank">Udacity - Machine Learning DevOps</a>
</div>
</div>
<div class="topic">
<h3>Ethics in AI</h3>
<p>Ethical principles in developing and deploying AI applications.</p>
<button class="expand-btn">Show Resources</button>
<div class="resources">
<a href="https://www.deeplearning.ai/short-courses/ai-for-everyone/" class="resource" target="_blank">AI Ethics Short Course</a>
<a href="https://www.partnershiponai.org/" class="resource" target="_blank">Partnership on AI</a>
<a href="https://www.coursera.org/learn/ai-ethics" class="resource" target="_blank">Coursera - AI Ethics</a>
<a href="https://www.edx.org/course/ethics-of-ai" class="resource" target="_blank">edX - Ethics of AI</a>
</div>
</div>
<div class="topic">
<h3>Reinforcement Learning</h3>
<p>A type of ML where an agent learns by interacting with an environment.</p>
<button class="expand-btn">Show Resources</button>
<div class="resources">
<a href="https://www.coursera.org/specializations/reinforcement-learning" class="resource" target="_blank">RL Specialization</a>
<a href="https://gym.openai.com/" class="resource" target="_blank">OpenAI Gym</a>
<a href="https://spinningup.openai.com/" class="resource" target="_blank">Spinning Up in Deep RL</a>
<a href="https://www.udacity.com/course/reinforcement-learning--ud600" class="resource" target="_blank">Udacity - Reinforcement Learning</a>
</div>
</div>
</div>
</div>
<!-- Full Roadmap Link -->
<a href="aiengineer.html" class="full-roadmap-link" target="_blank">Full Roadmap Version</a>
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