AI Champ Syllabus | Python + ML + AI + CV
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Python Foundation/basics
Project 1: Voice Recorder
Mini project to implement voice recorder with python
Virtual Environments
Working with git
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Important Python Libraries: NumPy
Important Python Libraries: Pandas
Important Python Libraries: Matplotlib/Seaborn for visualization
Project 2: Building a Web Scraper in python
Practice assignments
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Machine Learning - Introduction
Exploring ML in depth
Project 3: Handwritten Digits Recognition
Project 4: Clothing Recognition
Project 5: Taxi Fare Prediction
Submit solution in Kaggle Competitions
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Computer Vision introduction
Computer Vision in depth
Project 6: Change Image Background
Project 7: Add watermark to images and videos
Project 8: Face detection and Blurring
Project 9: Convert image to sketch
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Understanding and reading errors, debugging
Project 10: Detecting motion in a video and moving objects
Project 11: Build Snapchat filters
Project 12: Face mask detection - Data labeling and training
What next?
