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January 18, 2025 02:08
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CMU-advanced-nlp-schedule.py
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from icalendar import Calendar, Event | |
from datetime import datetime, timedelta | |
cal = Calendar() | |
cal.add("prodid", "-//My Calendar//mxm.dk//") | |
cal.add("version", "2.0") | |
classes = [ | |
( | |
1, | |
"2025-01-14", | |
"Lecture", | |
"Intro and Basics", | |
"slides: [https://cmu-l3.github.io/anlp-spring2025/static_files/anlp-s2025-01-intro.pdf], code: [https://github.com/cmu-l3/anlp-spring2025-code/tree/main/01_intro], Cho 2015 (Ch. 1)", | |
), | |
( | |
2, | |
"2025-01-16", | |
"Lecture", | |
"Intro and Basics", | |
"slides: [https://cmu-l3.github.io/anlp-spring2025/static_files/anlp-s2025-02-wordrep-textclass.pdf], code: [https://github.com/cmu-l3/anlp-spring2025-code/tree/main/02_wordrep_classification], Cho 2015 (Ch. 2, 3), Karpathy 2024", | |
), | |
( | |
3, | |
"2025-01-21", | |
"Lecture", | |
"Intro and Basics", | |
"Cho 2015 (Ch. 5 up to 5.4.2), Bengio et al 2003, Glorot & Bengio 2010, Kingma & Ba 2015", | |
), | |
( | |
4, | |
"2025-01-23", | |
"Lecture", | |
"Intro and Basics", | |
"Cho 2015 (Ch. 4, 5.5-5.6, 6), Mikolov et al 2010, Cho et al 2014, Weber 2017, Bahdanau et al 2015", | |
), | |
(5, "2025-01-28", "Lecture", "Building Blocks", "Attention and Transformers"), | |
(5, "2025-01-28", "Recitation", "Building Blocks", "Annotated Transformer"), | |
(6, "2025-01-30", "Lecture", "Building Blocks", "Pretraining"), | |
( | |
7, | |
"2025-02-04", | |
"Lecture", | |
"Building Blocks", | |
"Decoding and Generation Algorithms", | |
), | |
(7, "2025-02-04", "Recitation", "Building Blocks", "HuggingFace Transformers"), | |
( | |
8, | |
"2025-02-06", | |
"Lecture", | |
"Building Blocks", | |
"In-Context Learning and Prompting", | |
), | |
(8, "2025-02-06", "Recitation", "Building Blocks", "LiteLLM and LLM APIs"), | |
(9, "2025-02-11", "Lecture", "Building Blocks", "Supervised Fine-Tuning"), | |
(10, "2025-02-13", "Lecture", "Building Blocks", "Retrieval and RAG"), | |
(10, "2025-02-13", "Recitation", "Building Blocks", "LangChain/LlamaIndex"), | |
(11, "2025-02-18", "Lecture", "Building Blocks", "Reinforcement Learning"), | |
(12, "2025-02-20", "Lecture", "Building Blocks", "Evaluating Language Generators"), | |
( | |
13, | |
"2025-02-25", | |
"Lecture", | |
"Building Blocks", | |
"Experimental Design and Human Annotation", | |
), | |
( | |
14, | |
"2025-02-27", | |
"Lecture", | |
"Advanced Topics", | |
"Distillation, Quantization, and Pruning", | |
), | |
(15, "2025-03-04", "Break", "No Class", "Spring Break"), | |
(16, "2025-03-06", "Break", "No Class", "Spring Break"), | |
( | |
17, | |
"2025-03-11", | |
"Lecture", | |
"Advanced Topics", | |
"Ensembling, Merging, and Mixture of Experts", | |
), | |
( | |
18, | |
"2025-03-13", | |
"Lecture", | |
"Advanced Topics", | |
"Advanced Pretraining: Parallelism and Advanced Techniques", | |
), | |
(19, "2025-03-18", "Lecture", "Course Project", "Project Discussion"), | |
( | |
20, | |
"2025-03-20", | |
"Lecture", | |
"Advanced Topics", | |
"Advanced Post Training: RLHF Alternatives", | |
), | |
(20, "2025-03-20", "Recitation", "Advanced Topics", "OpenRLHF"), | |
(21, "2025-03-25", "Lecture", "Advanced Topics", "Meta-Generation Algorithms"), | |
(22, "2025-03-27", "Lecture", "Advanced Topics", "Speeding Up Inference"), | |
(22, "2025-03-27", "Recitation", "Advanced Topics", "vLLM / SGLang"), | |
(23, "2025-04-01", "Lecture", "Advanced Topics", "Long Sequence Models"), | |
(24, "2025-04-03", "Break", "No Class", "Spring Carnival"), | |
(25, "2025-04-08", "Lecture", "Applications and Society", "Multimodal models"), | |
(26, "2025-04-10", "Lecture", "Applications and Society", "Multilingual NLP"), | |
(27, "2025-04-15", "Lecture", "Applications and Society", "Agents"), | |
( | |
28, | |
"2025-04-17", | |
"Lecture", | |
"Applications and Society", | |
"Safety and Security: Bias, Fairness, and Privacy", | |
), | |
(29, "2025-04-22", "Lecture", "Course Project", "Posters"), | |
(30, "2025-04-24", "Lecture", "Course Project", "Posters"), | |
] | |
for class_num, date_str, class_type, topic, resources in classes: | |
date_obj = datetime.strptime(date_str, "%Y-%m-%d") | |
event = Event() | |
event.add("summary", f"Class {class_num}: {topic}") | |
event.add("dtstart", date_obj) | |
event.add("dtend", date_obj + timedelta(hours=1)) | |
event.add("description", f"Type: {class_type}\nResources: {resources}") | |
cal.add_component(event) | |
f = open("class_schedule.ics", "wb") | |
f.write(cal.to_ical()) | |
f.close() |
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