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Applied Deep Learning / Toegepaste Diepleer 874
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Module Framework
Pre-block Assignment
Lesson 2: Fundamentals of Python
Lesson 4: Introduction to Object-Oriented Programming
Lesson 5: Building and training your own Perceptron
Formative Assignments
Formative Assignment 1
Formative Assignment 2
Formative Assignment 3
Post-Block Assigments
PBA 1: Submit your Predictions Opportunity 1
PBA 1: Submit your Predictions Opportunity 2
PBA 1: Final report and predictions
PBA 2: Submit your Predictions Opportunity 1
PBA 2: Submit your Predictions Opportunity 2
PBA 2: Final report and predictions
PBA 2: Final report and predictions (Attempt 2)
PBA 3: Final report and predictions
Deep Neural Networks
Activity 1: Universal approximation theorem
Activity 2: Tensor Operations
Activity 3: Dynamic Computation Graphs
Activity 4: Training a XOR Classifier with PyTorch
Shift Invarient Models
Pre-Reading Block
Pre-block assessment
PyTorch
Deep Neural Networks
Shift invariant Networks
Sequence Modelling
Formative Assignments
Formative Assignment 1
Formative Assignment 2
Formative Assignment 3
Formative Assignment 4
Post-block Assignments
Post-block assignment 1
Post-block assignment 2
Post-block assignment 3
Monday 24 October
Monday Formative Assessment (Due 30th October 23:59)
Tuesday 25 October
Tuesday Formative Assessment (Due 30th October 23:59)
Wednesday 26 October
Wednesday Formative Assessment (Due 30th October 23:59)
Thursday 27 October
Thursday Formative Assessment (Due 30th October 23:59)
Friday 28 October
Friday Formative Assessment (Due 30th October 23:59)
Post-Block Assignment 1
Post-Block Assignment 1 Submission
Post-Block Assignment 2
Post-Block Assignment 2 Submission
Post-Block Assignment 3
Post-Block Assignment 3 Submission
Slides
Lectures Day 1
Lectures Day 2
Lectures Day 3
Lectures Day 4
Lectures for Day 5
Pre-Block Assessment
Pre-block assessment
Formative Assessment
Formative Assessment Submission
FA_1
FA_2
Post-Block Assessment 1
PB Assessment 1
Post Block Assessment 2
PBA 2 submission
Post Block Assessment 3
PBA 3 submission
Supplemental Material
Data Sets
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All categories
2026
Experiential Learning
International Programmes SUI
Learning And Teaching Enhancement
Language Centre
Centre For Learning Technologies
Hybrid Learning
Postgraduate Skills
Training Courses
Miscellaneous courses
2025
Experiential Learning
Academic Leadership
Intercultural Engagement
Personal Leadership
Social Impact
Student Leadership
Scholarships, Awards & Service recognition
Sport and Wellbeing
Mental Health and Wellbeing
Learning And Teaching Enhancement
Language Centre
Centre For Leadership And Structures
Centre For Learning Technologies
Centre For Student Counselling And Development
Centre For Teaching And Learning
Human Resources Academic Environments
Teaching and Learning Online
Hybrid Learning
Miscellaneous courses
Postgraduate Skills
Research and Innovation
Library and Information Services
School for Data Science and Computational Thinking
School For Climate Studies
Postgraduate Skills
Social Impact and Transformation
Transformation Office
Stellenbosch University International
International Programmes SUI
Information Technology
Sample-Test
Digital Literacy
System Administrator Training
Professional Development
Security Awareness Training
Microsoft Office 365 Training
Ops
Linux System Administrators
Microsoft System Administrators
Home
FMHSLearn
EMSLearn
SocSciLearn
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2024-31496-874 Applied Deep Learning / Toegepaste Diepleer 874
Facilitator:
Eldon Burger
Facilitator:
ANDRIES PETRUS Engelbrecht
Facilitator:
Martina Frei
