|
1 | 1 | {
|
2 |
| - "title": "Sentence Embeddings with transformers.js and umap", |
3 |
| - "description": "In the livestream, I demonstrate how to visualize sentence embeddings with transfomers.js and umap", |
4 |
| - "videoNumber": "", |
| 2 | + "title": "Sentence Embeddings with transformers.js and UMAP", |
| 3 | + "description": "In the livestream, I demonstrate how to visualize sentence embeddings with transfomers.js and UMAP", |
5 | 4 | "videoId": "1mwguqeEz8c",
|
6 | 5 | "date": "2023-12-04",
|
7 | 6 | "languages": ["Transformers.js"],
|
8 |
| - "topics": ["transformers", "embeddings", "retrieval augmented generation", "umap"], |
| 7 | + "topics": ["transformers", "embeddings", "retrieval augmented generation", "UMAP"], |
9 | 8 | "canContribute": true,
|
10 | 9 | "relatedChallenges": ["39-madlibs-generator", "37-diastic-machine", "44-afinn-111-sentiment-analysis"],
|
11 | 10 | "timestamps": [
|
|
24 | 23 | { "time": "1:11:29", "title": "Find a dataset on Corpora" },
|
25 | 24 | { "time": "1:15:14", "title": "Get embeddings" },
|
26 | 25 | { "time": "1:30:51", "title": "Embedding projector" },
|
27 |
| - { "time": "1:49:03", "title": "umap.js" }, |
28 |
| - { "time": "1:54:30", "title": "umap parameters" }, |
29 |
| - { "time": "2:00:51", "title": "Visualize umap results" }, |
| 26 | + { "time": "1:49:03", "title": "UMAP.js" }, |
| 27 | + { "time": "1:54:30", "title": "UMAP parameters" }, |
| 28 | + { "time": "2:00:51", "title": "Visualize UMAP results" }, |
30 | 29 | { "time": "2:07:41", "title": "Step through one cycle of the algorithm" },
|
31 | 30 | { "time": "2:14:56", "title": "Add raw embeddings json data" },
|
32 | 31 | { "time": "2:17:47", "title": "Change circles to text" },
|
|
35 | 34 | ],
|
36 | 35 | "codeExamples": [
|
37 | 36 | {
|
38 |
| - "title": "Umap - P5 function name embeddings", |
39 |
| - "description": "Visualize the P5 functionname embeddings", |
| 37 | + "title": "UMAP - p5 function name embeddings", |
| 38 | + "description": "Visualize the p5 functionname embeddings", |
40 | 39 | "image": "p5.jpg",
|
41 | 40 | "urls": { "p5": "https://editor.p5js.org/a2zitp/sketches/p63QTp0Sd" }
|
42 | 41 | },
|
43 | 42 | {
|
44 |
| - "title": "Umap - random embeddings", |
45 |
| - "description": "Visualizing the umap with random data", |
| 43 | + "title": "UMAP - random embeddings", |
| 44 | + "description": "Visualizing the UMAP with random data", |
46 | 45 | "image": "umap1.jpg",
|
47 | 46 | "urls": { "p5": "https://editor.p5js.org/codingtrain/sketches/9CpF5OVy4" }
|
48 | 47 | },
|
49 | 48 | {
|
50 |
| - "title": "Umap - tv show embeddings", |
51 |
| - "description": "Visualize the tv embeddings", |
| 49 | + "title": "UMAP - TV show embeddings", |
| 50 | + "description": "Visualize the TV embeddings", |
52 | 51 | "image": "umap3.jpg",
|
53 | 52 | "urls": { "p5": "https://editor.p5js.org/codingtrain/sketches/AebzAbSpU" }
|
54 | 53 | },
|
55 | 54 | {
|
56 | 55 | "title": "Save Embeddings JSON",
|
57 |
| - "description": "Github repo with informatiand and resources about saving embeddings", |
| 56 | + "description": "Github repo with information and resources about saving embeddings", |
58 | 57 | "image": "",
|
59 | 58 | "urls": { "other": "https://github.com/Programming-from-A-to-Z/Save-Embeddings-JSON" }
|
60 | 59 | }
|
|
77 | 76 | },
|
78 | 77 | {
|
79 | 78 | "icon": "π",
|
80 |
| - "title": "umap-js Github Repo", |
81 |
| - "url": "https://github.com/PAIR-code/umap-js", |
82 |
| - "description": "umap-js Github repo" |
| 79 | + "title": "UMAP-js Github Repo", |
| 80 | + "url": "https://github.com/PAIR-code/UMAP-js", |
| 81 | + "description": "JavaScript implementation of UMAP" |
83 | 82 | },
|
84 | 83 | {
|
85 | 84 | "icon": "π",
|
86 | 85 | "title": "Understanding UMAP",
|
87 |
| - "url": "https://pair-code.github.io/understanding-umap", |
| 86 | + "url": "https://pair-code.github.io/understanding-UMAP", |
88 | 87 | "description": "Article by Coenen and Pearce about UMAP."
|
89 | 88 | },
|
90 | 89 | {
|
|
137 | 136 | },
|
138 | 137 | {
|
139 | 138 | "icon": "π",
|
140 |
| - "title": "tv_shows.json", |
| 139 | + "title": "TV Shows Data", |
141 | 140 | "url": "https://github.com/dariusk/corpora/blob/master/data/film-tv/tv_shows.json",
|
142 |
| - "description": "JSON file with a list of 1000 tv shows" |
| 141 | + "description": "JSON file with a list of 1000 TV shows from [Corpora](https://github.com/dariusk/corpora)." |
143 | 142 | },
|
144 | 143 | {
|
145 | 144 | "icon": "π",
|
146 | 145 | "title": "TV show embeddings",
|
147 | 146 | "url": "https://raw.githubusercontent.com/CodingTrain/Embeddings-Live/main/tv-embeddings.json",
|
148 |
| - "description": "tv show embeddings" |
| 147 | + "description": "TV show embeddings JSON" |
149 | 148 | },
|
150 | 149 | {
|
151 | 150 | "icon": "π",
|
|
185 | 184 | ]
|
186 | 185 | }
|
187 | 186 | ],
|
188 |
| - "credits": [ |
189 |
| - { "title": "Editing", "name": "Mathieu Blanchette" }, |
190 |
| - { "title": "Animations", "name": "Jason Heglund" } |
191 |
| - ] |
| 187 | + "credits": [] |
192 | 188 | }
|
0 commit comments