beginnerAI & ML
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 CompletionCalculated based on chapters where you have mastered all associated quizzes with a 100% score.
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Expertise PointsPoints earned by successfully completing chapters and demonstrating mastery through assessments.
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Curriculum Structure
01
AI & ML Foundations
Learn about AI & ML Foundations
02
Setting Up with Conda and Jupyter
Learn about Setting Up with Conda and Jupyter
03
NumPy Foundations
Learn about NumPy Foundations
04
Tensors and Data Shapes
Learn about Tensors and Data Shapes
05
Data Preprocessing
Learn about Data Preprocessing
06
Visualizing Data with Matplotlib
Learn about Visualizing Data with Matplotlib
07
Regression Basics
Learn about Regression Basics
08
Classification Basics
Learn about Classification Basics
09
Neural Networks Fundamentals
Learn about Neural Networks Fundamentals
10
TensorFlow Basics - The Engine of Deep Learning
Learn about TensorFlow Basics - The Engine of Deep Learning
11
Natural Language Processing Basics
Learn about Natural Language Processing Basics
12
Text Classification
Learn about Text Classification
13
Text Embeddings
Learn about Text Embeddings
14
Generative AI Fundamentals
Learn about Generative AI Fundamentals
15
Pydantic for AI Apps: The Bridge to Structured Intelligence
Learn about Pydantic for AI Apps: The Bridge to Structured Intelligence
16
Ethical AI and Next Steps
Learn about Ethical AI and Next Steps
17
Mastering Scikit-Learn - The Industrial Powerhouse
Learn about Mastering Scikit-Learn - The Industrial Powerhouse