Potential Software Requirements:
To be fully investigated
1. Video Processing Library:
OpenCV: For video capture, processing, and creating split-screen/superimposed videos.
FFmpeg: For handling video formats and conversion.
2. Audio Processing Library:
PyDub or librosa: For audio analysis and manipulation.
3. Machine Learning Framework:
TensorFlow or PyTorch: For developing and training neural networks to analyze golf swings.
4. Database:
SQL (e.g., PostgreSQL) or NoSQL (e.g., MongoDB): To store expert movements, audio comments, and user data.
5. Backend Framework:
Django or Flask: For building the server that handles communication and processing.
6. Frontend:
React or Angular: For the user interface, if a web-based application is required.
7. Cloud Services:
AWS or Google Cloud: For scalable storage, computing, and machine learning services.
Hardware Requirements:
1. Servers/Cloud Instances:
To handle video processing and machine learning workloads.
2. Mobile Devices:
To capture and transmit the user’s golf swing videos.
3. MEMS Motion Sensors:
For capturing detailed motion data.
Programming Languages:
1. Python:
Primary language for machine learning, video, and audio processing.
2. JavaScript:
For frontend development if building a web interface.
3. SQL/NoSQL:
For database management.
Team Skills:
1. Machine Learning Engineers:
To develop and train models for analyzing golf swings.
2. Software Developers:
With expertise in Python for backend and JavaScript for frontend.
3. Data Scientists:
For analyzing motion data and improving the accuracy of the models.
4. DevOps Engineers:
To manage cloud infrastructure and ensure smooth deployment and scaling.
5. UX/UI Designers:
To create an intuitive and user-friendly interface.