I'm a Computer Engineering graduate interested in Artificial Intelligence, Machine Learning, Digital Signal Processing, Embedded Systems, and Software Development.
I enjoy building projects that combine software, hardware, and signal processing, particularly applications involving audio analysis, machine learning, and embedded computing.
- Python
- C/C++
- MATLAB
- PyTorch
- Librosa
- NumPy
- SciPy
- Fourier Transform
- STFT / CQT
- Convolutional Neural Networks
- NVIDIA Jetson Nano
- Arduino
- FPGA
- Audio Interfaces
- Sensors
- Git / GitHub
- Jupyter Notebook
- VS Code
- Linux
- Windows
- Adobe After Effects
- Adobe Premiere Pro
- DaVinci Resolve
- FL Studio
CNN + Fourier Transforms + NVIDIA Jetson Nano
A real-time system designed to convert live bass guitar audio into musical tablature using machine learning and digital signal processing.
The system captures audio from a bass guitar, performs frequency-domain analysis, generates spectrogram-based representations, and uses a CNN model to identify notes before converting the predictions into tablature.
- Python
- PyTorch
- Librosa
- NumPy
- SciPy
- CNN
- STFT / CQT
- NVIDIA Jetson Nano
- Audio Interface
Bass Guitar
↓
Audio Input
↓
Preprocessing
↓
Fourier / Spectral Analysis
↓
Spectrogram
↓
CNN Model
↓
Note Detection
↓
String & Fret Identification
↓
Bass Tablature
- Real-time bass note detection
- Spectral analysis of bass guitar signals
- CNN-based classification
- Low-latency inference on embedded hardware
- Automatic generation of bass tablature
Thesis project: Real-Time Bass Guitar Tablature Transcription Using CNN and Fourier Transforms on NVIDIA Jetson Nano
A Python-based earthquake monitoring project that retrieves earthquake information from PHIVOLCS and processes the collected data for notification and monitoring purposes.
- Python
- Web Scraping
- Requests
- BeautifulSoup
- Data Processing
- Retrieves earthquake information
- Extracts relevant earthquake parameters
- Processes earthquake data
- Provides automated notifications
Experiments involving:
- Bass guitar frequency analysis
- STFT
- Constant-Q Transform
- Spectrogram generation
- Audio preprocessing
- Frequency-domain analysis
Exploration of:
- CNN architectures
- Audio classification
- Dataset preprocessing
- Model training
- Model evaluation
- GPU-based inference
Hands-on experimentation with:
- Linux
- Ubuntu
- VMware
- Network configuration
- Proxy-based connections
- Embedded Linux systems
- Machine Learning
- Deep Learning
- Digital Signal Processing
- Embedded AI
- Computer Vision
- Audio AI
- Linux
- Python
- C/C++
Artificial Intelligence
│
├── Machine Learning
├── Deep Learning
└── Audio AI
│
↓
Digital Signal Processing
│
├── Fourier Analysis
├── Spectrograms
└── Feature Extraction
│
↓
Embedded Systems
│
└── Edge AI / Jetson Nano
Email: alabadocatiban@gmail.com
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