Page 74 - AI & Machine Learning for Beginners: A Guided Workbook

Beginner-Friendly AI Project Ideas

If you need inspiration, here are a few starter projects that can
help you build practical AI skills while reinforcing core concepts:

1. Sentiment Analysis on Social Media Posts

Use Natural Language Processing (NLP) to analyze tweets or
comments and determine whether they express positive, neutral,
or negative sentiments.

Tools: Python (NLTK, TextBlob), OpenAI API, Hugging Face
Transformers.

2. AI-Powered Movie or Product Recommendation System

Build a basic AI model that suggests movies or products based on
user preferences using collaborative filtering techniques.
Tools: Pandas, Scikit-learn, TensorFlow, and open datasets such
as IMDb or e-commerce product catalogs.

3. Image Classification with AI

Train an AI model to recognize animals, vehicles, or objects in
images using a pre-trained model, such as MobileNet or ResNet.

Tools: TensorFlow/Keras, OpenCV, Google’s TensorFlow Hub
models.

Now it’s your turn! Sketch your AI project using the

outline above and pick an idea to start experimenting with
today.

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