|
21 | 21 |
|
22 | 22 |
|
23 | 23 | -
|
24 |
| - date: |
| 24 | + date: 01-28-2025 |
25 | 25 | title: What class is this?
|
26 | 26 | activities:
|
27 | 27 | slides: slides/24-01-29_Intro.pdf
|
28 | 28 |
|
29 | 29 | -
|
30 |
| - date: |
| 30 | + date: 01-30-2025 |
31 | 31 | title: What is NLP?
|
32 | 32 | slides: slides/24-01-31_What-is-NLP.pdf
|
33 | 33 | required:
|
|
36 | 36 | authors: Jacob Eisenstein
|
37 | 37 | url: https://github.com/jacobeisenstein/gt-nlp-class/blob/master/notes/eisenstein-nlp-notes.pdf
|
38 | 38 | -
|
39 |
| - date: |
| 39 | + date: 01-31-2025 |
40 | 40 | title: Waitlist Deadline
|
41 | 41 | type: no_lecture
|
42 | 42 | -
|
43 |
| - date: |
| 43 | + date: 02-04-2025 |
44 | 44 | title: Examples of NLP Tasks
|
45 | 45 | slides: slides/24-02-04_NLP-Tasks.pdf
|
46 | 46 | required:
|
|
54 | 54 | authors: Jacob Eisenstein
|
55 | 55 |
|
56 | 56 | -
|
57 |
| - date: |
| 57 | + date: 02-03-2025 |
58 | 58 | title: Waitlists Deactivated
|
59 | 59 | type: no_lecture
|
60 | 60 | -
|
61 |
| - date: |
| 61 | + date: 02-06-2025 |
62 | 62 | title: Examples of NLP Tasks
|
63 | 63 | slides: slides/24-02-07_NLP-Tasks.pdf
|
64 | 64 |
|
65 | 65 |
|
66 | 66 | -
|
67 |
| - date: |
| 67 | + date: 02-07-2025 |
68 | 68 | title: Last Day to Change Schedule
|
69 | 69 | type: no_lecture
|
70 | 70 |
|
71 | 71 | -
|
72 |
| - date: |
| 72 | + date: 02-11-2025 |
73 | 73 | title: Machine Learning Basics & Evaluation
|
74 | 74 | slides: slides/24-02-12_ML-Evaluation.pdf
|
75 | 75 | required:
|
|
83 | 83 | authors: Dan Jurafsky and James H. Martin
|
84 | 84 |
|
85 | 85 | -
|
86 |
| - date: |
| 86 | + date: 02-13-2025 |
87 | 87 | title: Machine Learning Basics & Evaluation
|
88 | 88 | slides: slides/24-02-14_ML-Evaluation.pdf
|
89 | 89 |
|
|
98 | 98 |
|
99 | 99 |
|
100 | 100 | -
|
101 |
| - date: |
| 101 | + date: 02-18-2025 |
102 | 102 | title: PyTorch & HuggingFace Tutorial
|
103 | 103 | slides: https://colab.research.google.com/github/huggingface/blog/blob/main/notebooks/01_how_to_train.ipynb
|
104 |
| - type: tutorial |
105 |
| - |
106 |
| - |
107 |
| -- |
108 |
| - date: |
109 |
| - |
110 |
| - |
111 |
| -- |
112 |
| - date: |
113 | 104 | type: deadline
|
114 | 105 | homework_due:
|
115 | 106 | -
|
116 | 107 | title: "HW1: Being up to the Task"
|
117 |
| - url: hw1.html |
| 108 | + url: hw1.html |
| 109 | + |
| 110 | + |
| 111 | +- |
| 112 | + date: 02-20-2025 |
| 113 | + title: TBD |
118 | 114 |
|
119 | 115 |
|
120 | 116 | -
|
121 |
| - date: |
| 117 | + date: 02-25-2025 |
122 | 118 | title: Classification with Logistic Regression
|
123 | 119 | slides: slides/24-03-04_Classification.pdf
|
124 | 120 | required:
|
|
133 | 129 |
|
134 | 130 |
|
135 | 131 | -
|
136 |
| - date: |
| 132 | + date: 02-27-2025 |
137 | 133 | title: Learning & Using Logistic Regression
|
138 | 134 | slides: slides/24-03-06_Classification-2.pdf
|
139 | 135 | required:
|
|
146 | 142 | url: https://web.stanford.edu/~jurafsky/slp3/5.pdf
|
147 | 143 | authors: Dan Jurafsky and James H. Martin
|
148 | 144 | -
|
149 |
| - date: |
| 145 | + date: 03-04-2025 |
150 | 146 | title: Vector Embeddings
|
151 | 147 | type: deadline
|
152 | 148 | homework_due:
|
|
165 | 161 | authors: Dan Jurafsky and James H. Martin
|
166 | 162 |
|
167 | 163 | -
|
168 |
| - date: |
| 164 | + date: 03-06-2025 |
169 | 165 | title: Vector Embeddings
|
170 | 166 | slides: slides/24-03-13_Vector-Embeddings.pdf
|
171 | 167 |
|
172 | 168 | -
|
173 | 169 | date:
|
174 |
| - type: no_lecture |
| 170 | + type: deadline |
175 | 171 | title: No Class - Project Milestone Due
|
176 | 172 | slides:
|
177 | 173 | homework_due:
|
178 | 174 | -
|
179 | 175 | title: "Project Milestone 2: Literature Review"
|
180 | 176 | url: project/lit-review.html
|
181 | 177 |
|
182 |
| -- |
183 |
| - date: |
184 |
| - type: no_lecture |
185 |
| - title: Spring Break - No Class |
186 | 178 |
|
187 | 179 | -
|
188 |
| - date: |
189 |
| - title: Spring Break - No Class |
190 |
| - type: no_lecture |
191 |
| - |
192 |
| -- |
193 |
| - date: |
| 180 | + date: 03-10-2025 |
194 | 181 | title: N-Gram Language Models
|
195 | 182 | required:
|
196 | 183 | -
|
|
205 | 192 |
|
206 | 193 |
|
207 | 194 | -
|
208 |
| - date: |
| 195 | + date: 03-13-2025 |
209 | 196 | title: N-Gram Language Models
|
210 | 197 | slides: slides/24-03-27_N-gram-LMs-2.pdf
|
211 | 198 |
|
| 199 | +- |
| 200 | + date: 03-18-2025 |
| 201 | + type: no_lecture |
| 202 | + title: Spring Break - No Class |
212 | 203 |
|
213 | 204 | -
|
214 |
| - date: |
| 205 | + date: 03-20-2025 |
| 206 | + title: Spring Break - No Class |
| 207 | + type: no_lecture |
| 208 | + |
| 209 | +- |
| 210 | + date: 03-25-2025 |
215 | 211 | title: Neural Language Models
|
216 | 212 | slides: slides/24-04-01_Neural-LMs.pdf
|
217 | 213 | required:
|
|
220 | 216 | url: https://web.stanford.edu/~jurafsky/slp3/7.pdf
|
221 | 217 | authors: Dan Jurafsky and James H. Martin
|
222 | 218 | -
|
223 |
| - date: |
| 219 | + date: 03-27-2025 |
224 | 220 | title: Recurrent Neural Network LMs
|
225 | 221 | slides: slides/24-04-03_RNNs.pdf
|
226 | 222 | required:
|
|
239 | 235 | url: project/halfway.html
|
240 | 236 |
|
241 | 237 |
|
242 |
| -- |
243 |
| - date: |
244 |
| - title: Last Day to Withdraw from Individual Classes |
245 |
| - type: no_lecture |
| 238 | + |
246 | 239 |
|
247 | 240 |
|
248 | 241 |
|
249 | 242 | -
|
250 |
| - date: |
| 243 | + date: 04-01-2025 |
251 | 244 | title: Recurrent Neural Network LMs Tutorial
|
252 | 245 | slides: slides/24-04-08_RNN-Tutorial.pdf
|
253 | 246 | type: deadline
|
|
257 | 250 | url: hw2.html
|
258 | 251 |
|
259 | 252 | -
|
260 |
| - date: |
| 253 | + date: 04-03-2025 |
261 | 254 | title: Attention & Transformers
|
262 | 255 | slides: slides/24-04-10_Attention-Transformers.pdf
|
263 | 256 | required:
|
|
270 | 263 | url: https://dl.acm.org/doi/10.5555/3295222.3295349
|
271 | 264 | authors: Ashish Vaswani, et al.
|
272 | 265 |
|
273 |
| - |
274 | 266 | -
|
275 |
| - date: |
| 267 | + date: 04-04-2025 |
| 268 | + title: Last Day to Withdraw from Individual Classes |
| 269 | + type: no_lecture |
| 270 | +- |
| 271 | + date: 04-08-2025 |
276 | 272 | title: Decoding, Sampling, & Transformer Fine-tuning
|
277 | 273 | slides: slides/24-04-15_Transformers.pdf
|
278 | 274 | required:
|
|
282 | 278 | authors: Dan Jurafsky and James H. Martin
|
283 | 279 |
|
284 | 280 | -
|
285 |
| - date: |
| 281 | + date: 04-10-2025 |
286 | 282 | title: Types of Foundational Models
|
287 | 283 | slides: slides/24-04-17_Foundation-Models.pdf
|
288 | 284 | required:
|
|
304 | 300 |
|
305 | 301 |
|
306 | 302 | -
|
307 |
| - date: |
| 303 | + date: 04-15-2025 |
308 | 304 | title: Ethics of NLP
|
309 | 305 | slides: slides/24-04-22_Ethics-in-NLP.pdf
|
310 | 306 | required:
|
|
330 | 326 | authors: Xuhui Zhou, et al.
|
331 | 327 |
|
332 | 328 | -
|
333 |
| - date: |
| 329 | + date: 04-17-2025 |
334 | 330 | title: Prompt Engineering Tutorial
|
335 | 331 | slides: slides/24-04-24_Prompting.pdf
|
336 | 332 | required:
|
|
350 | 346 |
|
351 | 347 |
|
352 | 348 | -
|
353 |
| - date: |
| 349 | + date: 04-22-2025 |
354 | 350 | title:
|
355 | 351 | required:
|
356 | 352 |
|
357 | 353 |
|
358 | 354 | -
|
359 |
| - date: |
| 355 | + date: 04-24-2025 |
360 | 356 | title: Alignment
|
361 | 357 | type: deadline
|
362 | 358 | slides: slides/24-05-01_Alignment.pdf
|
363 | 359 | homework_due:
|
364 | 360 | -
|
365 | 361 | title: "Grad Checkpoint 3: Feedback"
|
366 |
| - url: grad.html |
| 362 | + url: grad.html |
| 363 | + - |
| 364 | + title: "HW 3: Prompt Engineering" |
| 365 | + url: hw3.html |
367 | 366 | required:
|
368 | 367 | -
|
369 | 368 | title: "Training language models to follow instructions with human feedback"
|
|
381 | 380 |
|
382 | 381 |
|
383 | 382 | -
|
384 |
| - date: |
| 383 | + date: 04-29-2025 |
385 | 384 | slides: slides/24-05-06_MT.pdf
|
386 | 385 | required:
|
387 | 386 | -
|
388 | 387 | title: "SLP Chapter 13: Machine Translation"
|
389 | 388 | url: https://web.stanford.edu/~jurafsky/slp3/13.pdf
|
390 | 389 | authors: Dan Jurafsky and James H. Martin
|
391 | 390 | title: "Applications: Machine Translation"
|
392 |
| - homework_due: |
393 |
| - - |
394 |
| - title: "HW 3: Prompt Engineering" |
395 |
| - url: hw3.html |
| 391 | + |
396 | 392 |
|
397 | 393 | -
|
398 |
| - date: |
| 394 | + date: 05-01-2025 |
399 | 395 | title: "Applications: Dialog Systems"
|
400 | 396 | slides: slides/24-05-08_Dialog.pdf
|
401 | 397 | required:
|
|
410 | 406 |
|
411 | 407 |
|
412 | 408 | -
|
413 |
| - date: |
| 409 | + date: 05-06-2025 |
414 | 410 | title: "Applications: Creative Generation"
|
415 | 411 | slides:
|
416 | 412 | required:
|
417 | 413 | -
|
418 | 414 | title: "Re3: Generating Longer Stories With Recursive Reprompting and Revision"
|
419 | 415 | url: https://aclanthology.org/2022.emnlp-main.296
|
420 | 416 | authors: Kevin Yang, Yuandong Tian, Nanyun Peng, Dan Klein
|
| 417 | + |
| 418 | +- |
| 419 | + date: 05-08-2025 |
421 | 420 |
|
422 | 421 | -
|
423 |
| - date: |
| 422 | + date: 05-13-2025 |
| 423 | + |
| 424 | +- |
| 425 | + date: 05-15-2025 |
424 | 426 | title: Project Presentations, 10:30 AM-12:30 PM
|
425 | 427 | type: deadline
|
426 | 428 | slides:
|
|
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