Ordered list of useful links to dive into the HTM theory and practice:
- HTM School youtube playlist
- 0-12 are required, others - optional
- important to get used to: SDR concept and feature; concept and high level work of Spatial Pooler (SP) and Temporal Memory (TM)
- NB: implementation details aren't important at first, no need for grocking them from the start
- [Optional] Short and easy to read numenta paper on the power of SDR.
- Intro to
htm.core
package Temporal Memory class - two-part blog post series (part1, part2) on how to use it.- NB: it's good if you understood high level TM algo and at this point have questions regarding the low level details
- BAMI.TM - definitive guide on Temporal Memory (TM) implementation details
- very important for understanding HTM - how to use it and its limits
Additional useful links:
- BAMI.SDR - definitive guide on Sparse Distributed Representations (SDR)
- BAMI.SP - definitive guide on Spatial Pooler (SP)
- [Optional] Another numenta paper on the power of sparse representations applied to mainstream Artificial Neural Networks.