diff --git a/index.xhtml b/index.xhtml index 490ab01..573884e 100644 --- a/index.xhtml +++ b/index.xhtml @@ -43,7 +43,7 @@ td.labs {vertical-align: top; text-align: left; background: #bbbbee;} UPDATE - 29/08/2024 Welcome new students for the 24/25 year! - PLEASE NOTE: times below are not finalised from last year, lecture content will be updated + PLEASE NOTE: lecture content will be updated, slides below are placeholder and may change until the lecture
@@ -68,23 +68,23 @@ td.labs {vertical-align: top; text-align: left; background: #bbbbee;} - + - @@ -124,34 +124,35 @@ td.labs {vertical-align: top; text-align: left; background: #bbbbee;} - + - + - - + + - + - - + + - + - + - + + + - + +
Wks Tues 09:00-11:00 Friday 09:00-12:00 LabsWks Monday 14:00-16:00 Tuesday 09:00-12:00 Labs
1 - 26/09/2023 - 9am - Queens BLDG 1.69
+ 16/09/2024 - 14:00 - Queens BLDG 1.07
Wk1 - LECTURE 1
INTRODUCTION TO THE UNIT
intro PDF
- BASICS OF ARTIFICIAL NEURAL NETWORKS
(Queens Building 1.69, in-person)
+ BASICS OF ARTIFICIAL NEURAL NETWORKS
(Queens Building 1.07, in-person)
(Introduction, Neural Networks, Perceptron, Cost Functions, Gradient Descent, Delta Rule, Deep Networks)
PDF Slides 		- 29/09/2023 - 9am - Queens BLDG Bill Brown Suite
+ 17/09/2024 - 09:00 - MVB 1.15
Wk1 - LECTURE 2
- TOWARDS TRAINING DEEP FORWARD NETWORKS
(Queens Building F.101c (Bill Brown Suite), in-person + lecture recap)
+ TOWARDS TRAINING DEEP FORWARD NETWORKS
(MVB 1.15, in-person + lecture recap)
(Network Representation, Computational Graphs, Reverse Auto-Differentiation)
PDF Slides, Extra Recap Recording Lecture 2 Refresher (first part of video) @@ -95,27 +95,27 @@ td.labs {vertical-align: top; text-align: left; background: #bbbbee;}
2 - 03/10/2023 - 9am - Queens BLDG 1.69
- Wk2- LECTURE 3
- BACKPROPAGATION ALGORITHM
(Queens Building 1.69, in-person + recorded lecture)
+ 23/09/2024 - 14:00 - Queens BLDG 1.07
+ Wk2 - LECTURE 3
+ BACKPROPAGATION ALGORITHM
(Queens Building 1.07, in-person + recorded lecture)
(The Backpropagation Algorithm in Full Detail, Activation Functions)
PDF Slides
Extra Recap Recording (second part of video)
- Wk2 - LECTURE 4
- OPTIMISATION TECHNIQUES
(Queens Building 1.69, in-person + recorded lecture)
+ Wk2 - LECTURE 4
+ OPTIMISATION TECHNIQUES
(Queens Building 1.07, in-person + recorded lecture)
(Stochastic Gradient Descent, Nesterov Momentum, RMSProp, Newton's Method, AdaGrad, Adam, Saddle Points)
PDF Slides
Extra Recap Recording
 - 06/10/2023,9am,(Queens BLDG Bill Brown Suite) - PRACTICAL 1 (Slides),
+ 24/09/2024 - 09:00 - MVB 1.15 -
PRACTICAL 1 (Slides),
Your first fully connected layer
gradient descent
stochastic gradient descent 		06/10/2023, (Queens BLDG Bill Brown Suite) - 3hrs
-BC4 Setup + 		24/09/2024, (MVB 1.15) - 3hrs
-BC4 Setup
Lab 1 - Training your first Deep Neural Network 		3 - 10/10/2023 - 9am - Queens BLDG 1.69
- Wk3 - LECTURE 5
(Queens Building 1.69, in-person + recorded lecture)
+ 30/09/2024 - 09:00 - Queens BLDG 1.07
+ Wk3 - LECTURE 5
COST FUNCTIONS, REGULARISATION AND DEPTH
+ (Queens Building 1.07, in-person + recorded lecture)
(SoftMax, Cross Entropy, L1 and L2 Regularisation, DropOut, DropConnect, Depth Considerations)
PDF Slides
- Extra Recap Recording
+ Extra Recap Recording 		- 13/10/2023,9am,(Queens BLDG Bill Brown Suite) - PRACTICAL 2 (Slides).
Your first convolutional connected layer 		13/10/2023, (Queens BLDG Bill Brown Suite) - 3hr
Lab 2 - Your First Convolutional Connected Network		01/10/2024, (MVB 1.15) - 3hr
Lab 2 - Your First Convolutional Connected Network
- Wk3 - LECTURE 6
(Queens Building 1.69, in-person + recorded lecture)
CONVOLUTIONAL NEURAL NETWORKS
+ Wk3 - LECTURE 6
CONVOLUTIONAL NEURAL NETWORKS
(Queens Building 1.07, in-person + recorded lecture)
+ (sharing parameters, conv layers, pooling, CNN architectures)
( Slides)
- (sharing parameters, conv layers, pooling, CNN architectures) + Video Pt. 2,--> Slides)
4 - - 20/10/2023,9am,(Queens BLDG Bill Brown Suite) - - PRACTICAL 3 (Slides)
+ 08/10/2024 - 09:00 - MVB 1.15 - +
PRACTICAL 3 (Slides).
Error rate monitoring (training/validation/testing)
Batch-based training
Learning rate
@@ -160,57 +161,60 @@ td.labs {vertical-align: top; text-align: left; background: #bbbbee;} Parameter intialisation		 20/10/2023, (Queens BLDG Bill Brown Suite) - 3hr

Lab 3 - Hyperparameters
08/10/2024, (MVB 1.15) - 3hr

Lab 3 - Hyperparameters
5 - 07/11/2023 - 9am - Queens BLDG 1.69
- Wk8 - LECTURE 7
- (Queens Building 1.69, in-person + Recorded)
RECURRENT and RELATIONAL NEURAL NETWORKS
+ 14/10/2024 - 09:00 - Queens BLDG 1.07
+ Wk5 - LECTURE 7
+ RECURRENT and RELATIONAL NEURAL NETWORKS
(Queens Building 1.07, in-person + Recorded)
(RNN, bi-directional RNNs, encoder-decoder, Transformers)
(Slides)
- Wk 8 - LECTURE 8
- (Queens Building 1.69, in-person + Recorded)
GENERATIVE MODELS
+ Wk5 - LECTURE 8
+ (Queens Building 1.07, in-person + Recorded)
GENERATIVE MODELS
(Autoregressive models)
() 		- 27/10/2023, 9am, (Queens BLDG Bill Brown Suite)
- PRACTICAL 4
Data Augmentation
Debugging strategies
+ 15/10/2024 - 9am - MVB 1.15 -
PRACTICAL 4 (Slides).
Data Augmentation
Debugging strategies
Dropout - (Slides)
+

27/10/2023, (Queens BLDG Bill Brown Suite) - 3hr

Lab
Lab 4 - Data Augmentation
6 READING WEEK - Mid Term for MAJOR unit students )
15/10/2024, (MVB 1.15) - 3hr

Lab 4 - Data Augmentation
6 READING WEEK - Mid Term for MAJOR unit students 25/10/2024 - MVB - 1.07
7 - - 10/11/2023, 9am, (Queens BLDG Bill Brown Suite) - PRACTICAL 5
Transformers
- (Slides)
+ 29/10/2024 - 09:00 - MVB 1.15 -
PRACTICAL 5 (Slides).
Transformers
+
10/11/2023, (Queens BLDG Bill Brown Suite) - 3hr
Lab 5
Transformers		29/10/2024, (MVB 1.15) - 3hr
Lab 5 - Transformers
8 -17/11/2023, 9am, (Queens BLDG Bill Brown Suite)
- Continuation Lab + First CW Lab
17/11/2023, (Queens BLDG Bill Brown Suite) - 3hr

05/11/2024 - 09:00 - MVB 1.15 -
+ Continuation Lab
05/11/2024, (MVB 1.15) - 3hr
9 - 24/11/2023, 10am [2 hours], (Queens BLDG Bill Brown Suite) - CW Support Session
9 - 12/11/2024, 10:00 [2 hours], (MVB 1.15) -
CW Support Session		 -
10 - 01/12/2023, 10am [2 hours], (Queens BLDG Bill Brown Suite) - CW Support Session10 - 19/11/2024, 10:00 [2 hours], (MVB 1.15) -
CW Support Session		 -
11 CW Deadline Thurs 07 Dec 13:00 (Blackboard Submission)
11 - 26/11/2024, 10:00 [2 hours], (MVB 1.15) -
CW Support Session		-
12 - 15/12/2023, Queens BLDG Bill Brown Suite - Exam Support Session-
12 - 03/12/2024, MVB 1.15 -
Exam Support Session		-
13 DECEMBER EXAMS - Final for MINOR unit students