cs230's People
cs230's Issues
Duplicate the results from github.com/anuragkr90/weak_feature_extractor
Filter youtube videos through FIR filter before running them through vggish
Depends on #22
Evaluate whether we need a CNN (as suggested by Shenoi)
Check to see performance when we consider just 3 seconds of data, then check performance when we consider 4 seconds, etc... and see if we get better.
Implement a Mel-frequency cepstrum
Construct a pipeline to reproduce vggish features from youtube videos
Modularize datasets and feature extractors
Copy Piczak paper architecture
(slightly simplified, we don't need 5000 hidden units...)
Find a fast way to build a tensorflow dataset from .tfrecord files
Build, train, and serialize a base model
Bundle hyperparameters into the .env file
Write a MAKEFILE to download the dataset
Write a pipeline to pull AudioSet data
Use the VGG-like features.
Split audioset into test/dev/train
Make a visualizer for the spectrograms
Run audio through hardware filter
Integrate Github with slack
This is probably already working, but I want to make sure it's working.
Test model on dev set with and without filtered data in train set
Create/clean additional dataset sources
Tune hyperparameters
Make a test set using the hydrophone
Query the audioset.sqlite3 file to build our dataset
taking the top 50 auduioset classes, and limiting them to no more than 10k examples per class. This way we could build a dataset that wouldn’t be 90% music and voice (as the current dataset from Google has)
Create splits of ESC50
Train baseline model on Audioset (and validate)
Build an software audio filter
Implement a linear regression baseline
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.