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Starting Your First AI Project in Python
2 min readSep 20, 2023
1. Acquire Basic Python Knowledge:
- Python is the foundational language for artificial intelligence development. To start, learn Python through online resources (such as Coursera, edX, Udemy, Codecademy) or Python documentation.
- Learn Python fundamentals including basic data types (int, float, string), control structures (if, else, while, for), lists, dictionaries, and functions.
- Write and execute basic Python applications using a Python Integrated Development Environment (IDE) or text editor.
2. Gain Mathematical and Statistical Knowledge:
- Understanding fundamental mathematics is essential for artificial intelligence and machine learning. You can find online courses and lessons covering topics like linear algebra, probability theory, and statistics.
3. Learn Machine Learning Fundamentals:
- To understand machine learning, grasp several key concepts. These concepts include:
- Data Sets: Create training and test data sets.
- Features: Select the features to use in your data sets.
- Model Selection: Learn basic machine learning algorithms like linear regression, classification, clustering, etc.
- Training and Evaluation: Feed data into your model, train it, and evaluate the results.
4. Explore Data Mining and Data Cleaning:
- Data mining and data…