@@ -48,16 +48,16 @@ The lectures develop the theory behind the methods developed in the labs (i.e.,
4848| Date | Neuro Topic | ML Topic | Reading | Assignment |
4949| ----------- | ------------------ | -------- | ------- | ---------- |
5050| Mon, Apr 21 | Neural Encoding {Download}` [slides]<slides/pdf/08_encoding.pdf> ` | Generalized Linear Models (GLMs) | [ Summary Statistics] ( https://slinderman.github.io/ml4nd/chapters/08_summary_stats.html ) and [ GLMs] ( https://slinderman.github.io/ml4nd/chapters/09_glm.html ) | |
51- | Wed, Apr 23 | Neural Encoding | Poisson GLMs | | <span style =" color :red " >** Lab 3 Due** <br > ** Lab 4 Out** </span > |
51+ | Wed, Apr 23 | Neural Encoding | Poisson GLMs | | <span style =" color :red " >** Lab 3 Due** <br > [ ** Lab 4 Out** ] ( https://slinderman.github.io/ml4nd/labs/04_glms.html ) </span > |
5252| Mon, Apr 28 | Bayesian Decoding | Poisson Processes{Download}` [slides]<slides/pdf/09_poisson_processes.pdf> ` | [ Poisson Processes] ( https://slinderman.github.io/ml4nd/chapters/10_poisson_processes.html ) | |
53- | Wed, Apr 30 | Bayesian Decoding | Bayesian Inference{Download}` [slides]<slides/pdf/10_decoding.pdf> ` | [ Bayesian Decoding] ( https://slinderman.github.io/ml4nd/chapters/11_decoding.html ) | <span style =" color :red " >** Lab 4 Due** <br > ** Lab 5 Out** </span > |
53+ | Wed, Apr 30 | Bayesian Decoding | Bayesian Inference{Download}` [slides]<slides/pdf/10_decoding.pdf> ` | [ Bayesian Decoding] ( https://slinderman.github.io/ml4nd/chapters/11_decoding.html ) | <span style =" color :red " >** Lab 4 Due** <br > [ ** Lab 5 Out** ] ( https://slinderman.github.io/ml4nd/labs/05_decoding.html ) </span > |
5454
5555### Unit III: Unsupervised models of neural and behavioral data
5656
5757| Date | Neuro Topic | ML Topic | Reading | Assignment |
5858| ----------- | ------------------ | -------- | ------- | ---------- |
5959| Mon, May 5 | Behavioral Segmentation{Download}` [slides]<slides/pdf/11_hmms.pdf> ` | Hidden Markov Models (HMMs) | [ HMMs] ( https://slinderman.github.io/ml4nd/chapters/13_hmms.html ) | |
60- | Wed, May 7 | Behavioral Segmentation{Download}` [slides]<slides/pdf/12_em.pdf> ` | Expectation Maximization (EM) | [ HMMs] ( https://slinderman.github.io/ml4nd/chapters/13_hmms.html ) | <span style =" color :red " >** Lab 5 Due** <br > ** Lab 6 Out** </span > |
60+ | Wed, May 7 | Behavioral Segmentation{Download}` [slides]<slides/pdf/12_em.pdf> ` | Expectation Maximization (EM) | [ HMMs] ( https://slinderman.github.io/ml4nd/chapters/13_hmms.html ) | <span style =" color :red " >** Lab 5 Due** <br > [ ** Lab 6 Out** ] ( https://slinderman.github.io/ml4nd/labs/06_arhmm.html ) </span > |
6161| Mon, May 12 | Neural Dynamics | Linear Dynamical Systems (LDS) | | |
6262| Wed, May 14 | Neural Dynamics | Switching Linear Dynamical Systems (SLDS) | | <span style =" color :red " >** Lab 6 Due** <br > ** Lab 7 Out** </span > |
6363| Fri, May 16 | &mdash ; | &mdash ; | | <span style =" color :red " >** Project Proposal Due** </span > |
@@ -70,8 +70,8 @@ The lectures develop the theory behind the methods developed in the labs (i.e.,
7070| Wed, May 21 | Gaussian Process State Space Models | | <span style =" color :red " >** Lab 7 Due** </span > |
7171| Mon, May 26 | _ Memorial Day, No Class_ | | | |
7272| Wed, May 28 | (Neuromodulated) Recurrent Neural Networks | | |
73- | Mon, Jun 2 | Deep State Space Models | | |
74- | Wed, Jun 4 | Foundation Models for Neuroscience | | |
73+ | Mon, Jun 2 | Foundation Models for Neuroscience | | |
74+ | Wed, Jun 4 | Wrap Up | | |
7575| Mon, Jun 9 | | | <span style =" color :red " >** Final Project Due** </span > |
7676
7777## Labs
@@ -88,6 +88,7 @@ The lectures develop the theory behind the methods developed in the labs (i.e.,
88883 . [ Lab 3: Markerless Pose Tracking] ( https://slinderman.github.io/ml4nd/labs/03_pose_tracking.html ) Due Wed, Apr 23 at 11:59pm.
89894 . [ Lab 4: Generalized Linear Models] ( https://slinderman.github.io/ml4nd/labs/04_glms.html ) Due Wed, Apr 30 at 11:59pm.
90905 . [ Lab 5: Bayesian Decoding] ( https://slinderman.github.io/ml4nd/labs/05_decoding.html ) Due Wed, May 7 at 11:59pm.
91+ 5 . [ Lab 6: Autoregressive HMMs] ( https://slinderman.github.io/ml4nd/labs/06_arhmm.html ) Due Wed, May 14 at 11:59pm.
9192
9293## Final project
9394
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