Course Modules

Course information

Course information Course information

External Url

Course syllabus-DV1712 Course syllabus-DV1712 1

external_url 224670 0

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External Url

Course syllabus-DV1729 Course syllabus-DV1729 2

external_url 224671 0

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Page

Lecturers in the course Lecturers in the course 4

wiki_page 224673 0

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Materials

Materials Materials

Context Module Sub Header

General Concepts 1

context_module_sub_header 224676 0

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External Url

Essence of linear algebra (YouTube, series of small episodes) Essence of linear algebra (YouTube, series of small episodes) 2

external_url 224677 0

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External Url

What is a neural network? (YouTube) What is a neural network? (YouTube) 3

external_url 224678 0

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External Url

Gradient descent (YouTube) Gradient descent (YouTube) 4

external_url 224679 0

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External Url

Backpropagation (YouTube) Backpropagation (YouTube) 5

external_url 224680 0

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External Url

Neural Network Playground (interactive tool) Neural Network Playground (interactive tool) 6

external_url 224681 0

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External Url

Why Neural Networks can learn (almost) anything Why Neural Networks can learn (almost) anything 7

external_url 224682 0

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External Url

Watching Neural Networks Learn Watching Neural Networks Learn 8

external_url 224683 0

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External Url

Convolution (YouTube) Convolution (YouTube) 9

external_url 224684 0

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External Url

The moment we stopped understanding AI [AlexNet] The moment we stopped understanding AI [AlexNet] 10

external_url 224685 0

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Context Module Sub Header

Transformers and Large Language Models 11

context_module_sub_header 224686 0

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External Url

Word Embeddings in Machine Learning (YouTube) Word Embeddings in Machine Learning (YouTube) 12

external_url 224687 0

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External Url

Build GPT (YouTube) Build GPT (YouTube) 13

external_url 224688 0

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External Url

How transformers (or LLMs) work, explained visually (YouTube) How transformers (or LLMs) work, explained visually (YouTube) 14

external_url 224689 0

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External Url

LLM Visualized (Tool) LLM Visualized (Tool) 15

external_url 224690 0

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External Url

Attention in transformers Attention in transformers 16

external_url 224691 0

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External Url

How might LLMs store facts (YouTube) How might LLMs store facts (YouTube) 17

external_url 224692 0

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External Url

Diffusion and Auto-Regression for Image Generation Diffusion and Auto-Regression for Image Generation 18

external_url 224693 0

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External Url

eBook on RAG eBook on RAG 19

external_url 224694 0

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External Url

Deep Dive into LLMs like ChatGPT Deep Dive into LLMs like ChatGPT 20

external_url 224695 0

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External Url

Transformer Explainer (interactive site)) Transformer Explainer (interactive site)) 21

external_url 224696 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
External Url

Visualizing transformers and attention (Youtube) Visualizing transformers and attention (Youtube) 22

external_url 224697 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Context Module Sub Header

Vision (Language) Models and Robots 23

context_module_sub_header 224698 0

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External Url

OpenAI CLIP: ConnectingText and Images (Paper Explained) OpenAI CLIP: ConnectingText and Images (Paper Explained) 24

external_url 224699 0

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External Url

Vision Language Models for Robotics Vision Language Models for Robotics 25

external_url 224700 0

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External Url

Where are the Field Robots? Where are the Field Robots? 26

external_url 224701 0

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Context Module Sub Header

Tools & Programming 27

context_module_sub_header 224702 0

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External Url

Ai Python for Beginners (by Andrew Ng) Ai Python for Beginners (by Andrew Ng) 28

external_url 224703 0

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External Url

Python on VSCode Python on VSCode 29

external_url 224704 0

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External Url

Google CoLab Google CoLab 30

external_url 224705 0

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External Url

GitHub CoPilot GitHub CoPilot 31

external_url 224706 0

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External Url

PyTorch for Machine Learning PyTorch for Machine Learning 32

external_url 224707 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Page

A List of Open-Source LLMs and VLMs A List of Open-Source LLMs and VLMs 33

wiki_page 224708 0

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External Url

Facebook getting started page for llama-2 Facebook getting started page for llama-2 34

external_url 224709 0

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External Url

Ollama Course – Build AI Apps Locally Ollama Course – Build AI Apps Locally 35

external_url 224710 0

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External Url

Getting Started With Hugging Face (YouTube) Getting Started With Hugging Face (YouTube) 36

external_url 224711 0

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External Url

OLlama OLlama 37

external_url 224712 0

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External Url

ComfyUI ComfyUI 38

external_url 224713 0

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External Url

How to install and use ComfyU How to install and use ComfyU 39

external_url 224714 0

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External Url

Hugging Face Transformers Hugging Face Transformers 40

external_url 224715 0

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External Url

Automation by N8N Automation by N8N 41

external_url 226330 0

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Context Module Sub Header

References 42

context_module_sub_header 224716 0

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External Url

Statistical Learning (online) Statistical Learning (online) 43

external_url 224717 0

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External Url

Dive into Deep Learning (online) Dive into Deep Learning (online) 44

external_url 224718 0

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External Url

Deep Learning for Coders with fastai and PyTorch (online) Deep Learning for Coders with fastai and PyTorch (online) 45

external_url 224719 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
External Url

Artificial Intelligence: A Modern Approach (via Library) Artificial Intelligence: A Modern Approach (via Library) 46

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External Url

Recent Advances in Generative AI and Large Language Models: Current Status, Challenges, and Perspectives (paper) Recent Advances in Generative AI and Large Language Models: Current Status, Challenges, and Perspectives (paper) 47

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Context Module Sub Header

Other 48

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External Url

Everything is a Remix (documentary) Everything is a Remix (documentary) 49

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External Url

Interview with Yann Lecun Interview with Yann Lecun 50

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External Url

AI Agents And Agentic Reasoning (by Andrew NG) AI Agents And Agentic Reasoning (by Andrew NG) 51

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External Url

Mechanistic Interpretability (YouTube) Mechanistic Interpretability (YouTube) 52

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External Url

Journey toward AGI by Ilya Sutskever talk (YouTube) Journey toward AGI by Ilya Sutskever talk (YouTube) 53

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External Url

SE How to Read Math in Deep Learning Paper? SE How to Read Math in Deep Learning Paper? 54

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External Url

State of AI (2024) State of AI (2024) 55

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External Url

Public datasets Public datasets 56

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External Url

321 real-world gen AI use cases 321 real-world gen AI use cases 57

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External Url

How I use LLMs (Andrej Karpathy, Feb 2025) How I use LLMs (Andrej Karpathy, Feb 2025) 58

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Sessions

Sessions Sessions

External Tool

dv1712_session_1_Introduction dv1712_session_1_Introduction 1

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External Tool

dv1712_session_2_Probability Theory dv1712_session_2_Probability Theory 2

context_external_tool 224734 0

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Attachment

DV1712_session_2_Probability Theory, N-gram Language model.pdf DV1712_session_2_Probability Theory, N-gram Language model.pdf 3

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External Tool

DV1712-Lab1-Running LLMs through Programming DV1712-Lab1-Running LLMs through Programming 4

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External Tool

DV1712_session_3_Neural Networks Basics DV1712_session_3_Neural Networks Basics 5

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External Tool

DV1712, session 4, Introduction to media generation DV1712, session 4, Introduction to media generation 6

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External Url

DV1712 Introduction to Media Generation DV1712 Introduction to Media Generation 7

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External Tool

DV1722, session 5, Neural Network Architectures DV1722, session 5, Neural Network Architectures 8

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Attachment

2025-DV1712_NN_Architectures_S05.pdf 2025-DV1712_NN_Architectures_S05.pdf 9

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External Tool

DV1712, session 6, Embeddings DV1712, session 6, Embeddings 10

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Attachment

2025-DV1712-Embeddings.pdf 2025-DV1712-Embeddings.pdf 11

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External Tool

DV1712, session 7, Transformers DV1712, session 7, Transformers 12

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Attachment

DV1712 Session 8 generative AI for text.mp4 DV1712 Session 8 generative AI for text.mp4 13

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Attachment

DV1712, session 8, Neural Large Language Models with RAG DV1712, session 8, Neural Large Language Models with RAG 14

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Attachment

DV1712, session 8, Neural Large Language Models with RAG.ipynb DV1712, session 8, Neural Large Language Models with RAG.ipynb 15

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External Tool

DV1712, session 9, Demo of Using LLMs in Robots DV1712, session 9, Demo of Using LLMs in Robots 16

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Attachment

DV1712, session 9, Bridging_Vision_and_Language_Introduction_to_Vision-Language_Models.pdf DV1712, session 9, Bridging_Vision_and_Language_Introduction_to_Vision-Language_Models.pdf 17

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External Url

DV1712, session 9, Codes for the demos on Github DV1712, session 9, Codes for the demos on Github 18

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External Tool

DV1712, session 10, object detection and generative AI DV1712, session 10, object detection and generative AI 19

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External Tool

DV1712, session 11, Local Image Generation with ComfyUI DV1712, session 11, Local Image Generation with ComfyUI 20

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Lab Resources

Lab Resources Lab Resources

Context Module Sub Header

Lab 1 (running LLMs) 1

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Attachment

any_model_demo.py any_model_demo.py 2

attachment 224754 0

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Attachment

deepseek-r_demo.py deepseek-r_demo.py 3

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Attachment

llama_demo.py llama_demo.py 4

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Context Module Sub Header

Lab 2 (RAG with LLMs) 5

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Attachment

Lab2 Applied Generative AI DV1712 DV1729 LLM with RAG.docx Lab2 Applied Generative AI DV1712 DV1729 LLM with RAG.docx 6

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Attachment

Lab2 Applied Generative AI DV1712 DV1729 LLM with RAG.pdf Lab2 Applied Generative AI DV1712 DV1729 LLM with RAG.pdf 7

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Attachment

LanguageModel-main.zip LanguageModel-main.zip 8

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Attachment

LLM_RAG.zip LLM_RAG.zip 9

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Context Module Sub Header

Lab 3 (Image Generation with ComfyUI) 10

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External Url

Lab: Local Image Generation with ComfyUI Lab: Local Image Generation with ComfyUI 11

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Attachment

Stable Diffusion 1.5 Text-To-Image.png Stable Diffusion 1.5 Text-To-Image.png 12

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Attachment

Stable Diffusion 1.5 Image-To-Image.png Stable Diffusion 1.5 Image-To-Image.png 13

attachment 224765 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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Stable Diffusion 1.5 Iterative Pixel Upscale.png Stable Diffusion 1.5 Iterative Pixel Upscale.png 14

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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Stable Diffusion 1.5 RealESRGAN Upscale.png Stable Diffusion 1.5 RealESRGAN Upscale.png 15

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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Stable Diffusion 1.5 Inpainting.png Stable Diffusion 1.5 Inpainting.png 16

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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Stable Diffusion 1.5 Outpainting.png Stable Diffusion 1.5 Outpainting.png 17

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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Stable Diffusion 1.5 LoRA.png Stable Diffusion 1.5 LoRA.png 18

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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Stable Diffusion 1.5 Controlnet.png Stable Diffusion 1.5 Controlnet.png 19

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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Stable Diffusion 1.5 IP-Adapter.png Stable Diffusion 1.5 IP-Adapter.png 20

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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Stable Diffusion XL Text-To-Image.png Stable Diffusion XL Text-To-Image.png 21

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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Stable Diffusion XL Image-To-Image.png Stable Diffusion XL Image-To-Image.png 22

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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Stable Diffusion XL Text-To-Image with Refiner.png Stable Diffusion XL Text-To-Image with Refiner.png 23

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

FLUX dev Text-To-Image.png FLUX dev Text-To-Image.png 24

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Assignments

Assignments Assignments

Attachment

Assignment 1 (non-programing track).pdf Assignment 1 (non-programing track).pdf 1

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Assignment 1 (programming track).pdf Assignment 1 (programming track).pdf 2

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Attachment

Final Project (non-programing track).pdf Final Project (non-programing track).pdf 3

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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Final project (programming track).pdf Final project (programming track).pdf 4

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Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Course Modules

Course information

Materials

General Concepts 1

Transformers and Large Language Models 11

Vision (Language) Models and Robots 23

Tools & Programming 27

References 42

Other 48

Sessions

Lab Resources

Lab 1 (running LLMs) 1

Lab 2 (RAG with LLMs) 5

Lab 3 (Image Generation with ComfyUI) 10

Assignments