Comments (1)
@joannavioletmoy reports:
The output of one unit is 'flipped' in PDP2 relative to LENS in epoch 7 (nearly 1 in PDP2, nearly 0 in LENS). However, this appears to be because the dot products from which the value is calculated are also wildly divergent and have opposite signs (9.06 in PDP2 and -12.75 in LENS). This seems to reflect the fact that by this epoch, most of the weights in LENS are negative, whilst still being positive in PDP2. Closer inspection shows increasing differences in the weights with each epoch.
I have noticed big differences between the calculated values of the output derivatives in PDP2 and LENS. I've traced these right back to the first epoch and found that although at this stage the differences are relatively small, they seem to be much larger for units whose target is 1 than those who target 0. This appears to be the case across all the examples in the example set. Thus, I suspect the pattern may be being caused by the fact that we currently represent a target of 1 as 0.999969. However, I'm not 100% sure about this, nor have I established for definite whether this is the cause of the 'flipped' output value I am seeing in epoch 7, so I'm still looking into it.
from spinnaker_pdp2.
Related Issues (20)
- Some group types can be optimised
- Support for initial weights generation needed
- run-time SDRAM requirements must be included in required resources HOT 1
- Missing ticks reported by output_mon_lens HOT 2
- armcc support in Makefile broken HOT 1
- MAX_CRIT group criterion needs re-implementation
- Lens-style training set support is incomplete
- Routing keys could encode functionality efficiently
- Support for multiple training and testing sets
- PacketGatherer warnings HOT 1
- Network congestion and deadlock
- Tick synchronisation is incomplete
- Integeration tests errors on simple_past_tense.py HOT 1
- fix side effects of changing outputs to s16.15 fix-point representation HOT 1
- Errors when running with Java off
- Move binaries directory under binaries HOT 2
- Reference output files for examples HOT 1
- unnecessary w cores are created for non-existent links
- Support for large group partitioning needed HOT 2
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.
from spinnaker_pdp2.