Basic AI & Machine Learning: The Future of Coding
Welcome to the exciting world of Artificial Intelligence (AI) and Machine Learning (ML). This journey is designed to take you from the very beginning of understanding what these terms mean all the way to building your own intelligent applications. In today's technological landscape, AI is no longer just a futuristic concept; it is a fundamental part of how we build software, analyze data, and interact with the world around us. This course provides a structured path to mastering these technologies, starting with the basics of data and math, and moving into advanced topics like Deep Learning, Natural Language Processing, and Generative AI.
Course Completion
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Curriculum Structure
AI & ML Foundations
Learn about AI & ML Foundations
Setting Up with Conda and Jupyter
Learn about Setting Up with Conda and Jupyter
NumPy Foundations
Learn about NumPy Foundations
Tensors and Data Shapes
Learn about Tensors and Data Shapes
Data Preprocessing
Learn about Data Preprocessing
Visualizing Data with Matplotlib
Learn about Visualizing Data with Matplotlib
Regression Basics
Learn about Regression Basics
Classification Basics
Learn about Classification Basics
Neural Networks Fundamentals
Learn about Neural Networks Fundamentals
TensorFlow Basics - The Engine of Deep Learning
Learn about TensorFlow Basics - The Engine of Deep Learning
Natural Language Processing Basics
Learn about Natural Language Processing Basics
Text Classification
Learn about Text Classification
Text Embeddings
Learn about Text Embeddings
Generative AI Fundamentals
Learn about Generative AI Fundamentals
Pydantic for AI Apps: The Bridge to Structured Intelligence
Learn about Pydantic for AI Apps: The Bridge to Structured Intelligence
Ethical AI and Next Steps
Learn about Ethical AI and Next Steps
Mastering Scikit-Learn - The Industrial Powerhouse
Learn about Mastering Scikit-Learn - The Industrial Powerhouse