1073
Hot data science related posts every hour. Chat: https://telegram.me/r_channels
Why do we require a layer structure?
/r/deeplearning
https://redd.it/1aijx5w
D Why do current LLMs work well in discrete space but not in continuous space?
One interesting observation is that LMs are trained to predict tokens over a categorical distribution and then a sampling algorithm is used to discretize the distribution to produce an output. If we try this in a continuous domain, e.g., predict pixels directly with L2 loss, it doesn't work, the output gets very blurry. It seems that the descretization via sampling is crucial to make things work during inference. Recent papers like GIVT can model the output as a gaussian mixture instead of a categorical distribution, but sampling is still necessary to make it work.
I'm sure this isn't some new observation, are there any resources out there that can help explain why this is the case?
/r/MachineLearning
https://redd.it/18vfj7k
D Do we really know how token probability leads to reasoning? For example, when we give GPT4 a riddle and it selves it using non-intuitive logic, how is that happening?
GPT4 can solve the below very basic riddle/question with ease.
Example riddle: You have a cup and a ball. You place the ball on the table and place the cup over the ball. You then place the cup on the kitchen counter. Where is the ball?
Answer: It's still on the original table of course.
How does a probability engine know that reasoning?
/r/MachineLearning
https://redd.it/18q9ucf
D What are 2023's top innovations in ML/AI outside of LLM stuff?
What really caught your eye so far this year? Both high profile applications but also research innovations which may shape the field for decades to come.
/r/MachineLearning
https://redd.it/18hnh8p
PubMedBERT Embeddings - Semantic search and retrieval augmented generation for medical literature
https://huggingface.co/NeuML/pubmedbert-base-embeddings
/r/LanguageTechnology
https://redd.it/17y4a5s
How do you keep up with the advancements with/in LLMs?
I would like to know how everyone can stay (almost) up-to-date with the advancements in LLMs? Do you follow survey papers/any blogs/newsletters/channels etc?
/r/LanguageTechnology
https://redd.it/18akb71
Converting multiview images to 3d model
Hi, I'm looking for a solution to convert multi-view images that look like this:
https://preview.redd.it/wbquazk95i4c1.png?width=1762&format=png&auto=webp&s=5a9ded99bc0eb8891e73f7519317a7aeae572044
into 3D models (obj, glb, etc.)
I'm pretty sure I can do this with NeRF but I'm fairly new to the field (coming from a classic software engineer background) so I'm looking for suggestions and some advice on this topic.
I've also been suggested to use COLMAP for this purpose but from what I understand COLMAP seems to be a different kind of tool that is meant to reconstruct 3d from multiple poses / camera pictures.
I'd also welcome any existing projects that could help me save some time doing so. Thanks!
/r/computervision
https://redd.it/18bftod
We've programmed our DIY smartwatch to take the wheel and steer the Space Rover around 🚀🌌
/r/computervision
https://redd.it/186q043
[R]eading List for Andrej Karpathy’s “Busy person’s intro to Large Language Models” Video
I loved Andrej’s talk about in his “Busy person’s intro to Large Language Models” video, so I decided to create a reading list to dive in deeper to a lot of the topics. I feel like he did a great job of describing the state of the art for anyone from an ML Researcher to any engineer who is interested in learning more.
The full talk can be found here:
https://youtu.be/zjkBMFhNj_g?si=fPvPyOVmV-FCTFEx
Here’s the reading list:
https://blog.oxen.ai/reading-list-for-andrej-karpathys-intro-to-large-language-models-video/
Let me know if you have any other papers you would add!
/r/MachineLearning
https://redd.it/184qeuo
Who wants to take on Duolingo?
Hello /r/LanguageTechnology \-
I've recently built my prototype for an NLP based language learning application which was received very positively. I've decided to go full time on it and make it a reality, and am looking for another technical co-founder to join me on this journey as CTO.
I'm a technical founder, but as I'm currently doing all the development, design, admin, sales, support, funding, etc, I'm looking for someone to just focus on the tech. The tech includes:
\- python backend
\- clojurescript frontend
\- NLP (currently via stanza, although partial support for spacy as well)
\- lots of LLM integrations
\- lots of TTS integrations
\- lots of vector embeddings
​
If any polyglots out there are passionate about NLP/LLMs/AI, genuinely believe they can change the world, dream in docker files and model weights, and just want to work on really cool tech, please send me a DM 🙏 let's change the world together.
Site can be found at https://phrasing.app. The app is currently in private beta, if you're interested in the application but not the job, fill out the beta application and send me a DM and I'll prioritize your access 😁
PS: I messaged mods first for permission, but heard no response. I hope this post is well received.
​
/r/LanguageTechnology
https://redd.it/180h4s9
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D 3 years doing ML, no success yet. Is it common?
I'm working in ML research for 1.5 years now, more specifically medical imaging and previously as a DL Engineer for building a facial recognition pipeline. Despite a good understanding and all my focus I'm yet to make a good enough system or model for all many use cases I worked on.
From last 4 months I'm exploring 'learning from noisy label' I worked on 3 techniques, spent considerate time integrating target loaders but results were poor, even worse than baseline.
Previously, made a failed attempt to make a system identification using hybrid adaptive algorithm scheme but approach failed. Did write a technical report on that.
Also, on the otherhand, I do participate in online competition. Vanilla methods get me top 10-20% but when I try to improve on it, I always fail. None of my method work well, super frustrating despite all efforts.
I'm not trying to build a state-of-art model, but atleast expect myself to get over the previous baselines or work of any significance.
/r/MachineLearning
https://redd.it/1aeq9pz
Open Source Multicamera Calibration in a GUI: pyxy3d
/r/computervision
https://redd.it/18rcwy4
D Deep dive into the MMLU ("Are you smarter than an LLM?")
After all the hubbub around the MMLU (for example my article) I thought I would make an interface for seeing how humans do versus even middle of the pack LLM. It's called Are You Smarter Than An LLM?
It presents you random questions from the MMLU and compares your answers to the LLM. Click the "what is this" button at the bottom for more details on how it works.
Feedback appreciated!
/r/MachineLearning
https://redd.it/18ntia7
KL divergence
Why do we use KL divergence in VAEs, it seems to me that we could just minimize the cross entropy between our models distribution and the Gaussian (or whatever distribution we choose for latent space). Is it simply because KL divergence has a minimum of 0 and we already know the entropy of the Gaussian? I guess more what I am getting at is how do we choose between kl divergence and cross entropy as a loss function if minimizing one always minimizes the other?
/r/deeplearning
https://redd.it/18k82sv
3D Pose Estimation of Two Interacting Hands from a Monocular Event Camera
/r/computervision
https://redd.it/18fvkv5
D Thoughts on Mamba?
I ran the NanoGPT of Karparthy replacing Self-Attention with Mamba on his TinyShakespeare Dataset and within 5 minutes it started spitting out the following:
​
https://preview.redd.it/4r96tp6lxx4c1.png?width=836&format=png&auto=webp&s=10f2f61cd4cea96f4f903cb2070835fc5d1df951
​
https://preview.redd.it/32ler5vnxx4c1.png?width=622&format=png&auto=webp&s=dd00e53f43dd0afa058758a987901ee6789d2258
​
https://preview.redd.it/sc96i4xoxx4c1.png?width=678&format=png&auto=webp&s=94d2ed279054363d3ed2b6beed65be89468582b0
So much faster than self-attention, and so much smoother, running at 6 epochs per second. I'm honestly gobsmacked.
https://colab.research.google.com/drive/1g9qpeVcFa0ca0cnhmqusO4RZtQdh9umY?usp=sharing
​
Some loss graphs:
Multihead attention without truncation\(x is iterations in 10s, and y is loss\)
Multihead attention with truncation\(x is iterations in 10s, and y is loss\)
Mamba loss graph\(x is iterations in 10s, and y is loss\)
​
​
/r/MachineLearning
https://redd.it/18d65bz
After two years of self-study, my first independent paper: Cross-Axis Transformer with 2D Rotary Embeddings
https://arxiv.org/pdf/2311.07184v1.pdf
/r/computervision
https://redd.it/189bo8i
A good modern textbook to get me up to speed on NLP in Python?
Hey everyone,
I have an MS in Statistics, but the focus was not on NLP - more classical models with a little machine learning. I'm not sure what's hip in the NLP circles, but I don't want to go down a bunch of rabbit holes trying to find out. Any suggestions?
/r/LanguageTechnology
https://redd.it/17xa49p
I built an open source motion capture system that costs $20 and runs at 150fps! Details in comments
/r/computervision
https://redd.it/17xi20j
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527. @r_demisexuality
528. @redmeme
529. @AnimeHindiMemes
530. @prolifetipss
531. @r_africa
532. @notme_irl
533. @r_SISwimsuitGirls
534. @r_HighQualityGifs
535. @r_MuscularCelebrities
536. @r_animalcrossing
537. @r_MashuKyrielight
538. @r_Maybe
539. @bollybng
540. @r_MCFC
541. @privacymemes1
542. @r_metalgearsolid
543. @r_ShitpostXIV
544. @r_gamingmemes
545. @DankNaruto
546. @admeme
547. @reddit_android
548. @r_woooosh
549. @redditvideos
550. @GIFFFs
551. @r_PuppyLinux
552. @r_ihadastroke
553. @blue_archive_reddit
554. @r_disneyvacation
555. @r_marvelstudios
556. @r_heraldry
557. @r_progmetal
558. @ya_metro
559. @r_Celebs
560. @r_Librandu
561. @r_kgbtr
562. @r_bitcoin
563. @r_mechanicalkeyboards
564. @r_osugame
565. @r_weirdcore
566. @r_theexpanse
567. @r_LiverpoolFC
568. @r_2meirl4meirl
569. @r_evilbuildings
570. @r_scp
571. @r_frugalmalefashion
572. @r_nofap
573. @MSILaptops
574. @r_ramen
575. @FitAndNaturalbackup
576. @r_gentoo
577. @ShrineOfNino
578. @reddit_cartoons
579. @grimdank
580. @r_zig
581. @r_androidapps
582. @ani_bm
583. @r_opensignups
584. @BikiniMoe
585. @r_edgerunners
586. @r_homeassistant
587. @reddit_fashion
588. @r_corgi
589. @r_publicfreakout
590. @r_tamamo
591. @DetroitBecomeHumanbackup
592. @r_porn
593. @r_channels_tifu
594. @r_antimeme
595. @trueoffmychest
596. @r_foxes
597. @r_PlipPlip
598. @r_grandorder
599. @r_punee
600. @r_wasletztepreis
301. @r_PSX
302. @pc_gaming_memes
303. @r_animeirl
304. @cutie_kittycats
305. @r_StarWarsMemes
306. @r_vexillologycirclejerk
307. @r_vault_hunters
308. @dankscpmemes
309. @medieval_memes
310. @slavelabour
311. @rAnimewallpaper
312. @OldSchoolCool
313. @IndiaSocialSubreddit
314. @okbuddyretard
315. @anime_hot_wallpapers
316. @soccer_reddit
317. @streetmoe
318. @r_kratom
319. @r_MaxEstLa
320. @stardewvalley_en
321. @r_ChinaDress
322. @r_frogs
323. @r_vim
324. @comedynecrophilia
325. @r_redfall
326. @WandaVision_reddit
327. @dash_cams
328. @rcarporn
329. @r_perfecttiming
330. @r_proseporn
331. @r_cyberpunk2077
332. @rDDLC
333. @r_tfirl
334. @r_hiphopheads
335. @TheVampireDiariesbackup
336. @r_sandman
337. @qt_reddit
338. @r_linux
339. @r_PewdiepieSubmissions
340. @mash_kyrie
341. @r_therewasanattempt
342. @r_TIHI
343. @rnerds
344. @just_hmmm
345. @r_technope
346. @dogecoin_reddit
347. @r_polandball
348. @WatchPeopleVim
349. @CringyTiktok
350. @antimlms
351. @r_shitposters_paradise
352. @onepunchmansubreddit
353. @r_getmotivated
354. @r_shitpostcrusaders
355. @eye_bleach
356. @r_fatestaynight
357. @BetterEveryLoop
358. @macappsbackup
359. @r_talesfromtechsupport
360. @r_explainmelikeimfive
361. @r_naruto
362. @redditmovie
363. @weirddalle
364. @ShrineOfMiku
365. @r_starterpacks
366. @r_sweden
367. @r_greentext
368. @r_thatsinsane
369. @env_chat
370. @r_askmen
371. @r_mild
372. @r_HermitCraft
373. @r_deathStranding
374. @LivestreamFail
375. @r_invites
376. @r_Damnthatsinteresting
377. @r_moviesuggestions
378. @r_playboicarti
379. @ATBGE
380. @r_vinesauce
381. @r_komisan
382. @r_gunners
383. @r_econ
384. @DoctorWhumour
385. @r_hearthstone
386. @cheerleadersbackup
387. @okbuddypersona
388. @r_DiscoElysium
389. @AssholeDesign
390. @reddit_Dota2
391. @r_bash
392. @didntknowiwantedthat
393. @r_buildapcsales
394. @r_wellthatsucks
395. @r_kopyamakarna
396. @r_MadokaMagica
397. @r_wireguard
398. @r_Bertra
399. @r_kanye
400. @reddit196
101. @r_DeepFriedMemes
102. @chessmemes
103. @r_dontdeadopeninside
104. @r_AskReddit
105. @r_kerala
106. @r_AxieInfinity
107. @r_thinkpadsforsale
108. @foxgirls_hot
109. @ImaginaryPics
110. @NFL_reddit
111. @r_etymology
112. @reddit2telegram
113. @AzurLane_sub
114. @rekabufeed
115. @r_kendricklamar
116. @WTF_PICTURES
117. @r_antiwork
118. @RedditCats
119. @redditshortfilms
120. @r_plsnobulli
121. @legalcatadvice
122. @r_nvidia
123. @YoutubeCompendium
124. @NikonBackup
125. @catmemes_reddit
126. @coolguides
127. @rmallubabes
128. @PoliticalHumor
129. @programmingreddit
130. @rsoccerbetting
131. @r_BokuNoMetaAcademia
132. @reddit_trackballs
133. @r_ExpandDong
134. @vfxbackup
135. @RedditGames
136. @r_propagandaposters
137. @r_Unity3D
138. @r_pubgmobile
139. @RussianIsSoHard
140. @Rattit
141. @r_DetroitPistons
142. @r_catastrophicfailure
143. @anime_bikini_waifus
144. @Idiots_In_Cars
145. @r_bapcsalescanada
146. @r_minecraft
147. @r_teenagers
148. @r_raspberry_pi
149. @r_one_punch_man
150. @r_blueteamsec
151. @JEENEETardsReddit
152. @r_traumacore
153. @r_illegallysmolcats
154. @r_chemicalreactiongifs
155. @r_cursed
156. @r_dndgreentext
157. @r_ContraPoints
158. @r_terraria
159. @reddit_elm
160. @Next_Level_Skills
161. @The100backup
162. @r_hackintosh
163. @gameofthronesbackup
164. @r_avatar_memes
165. @failures_of_capitalism
166. @r_okbuddyretard
167. @g4m3savisos
168. @thefalconandthews_reddit
169. @r_k12sysadmin
170. @churchoftohsaka
171. @r_CoolGithubProjects
172. @r_streetwear
173. @CallOfDutyMobile_reddit
174. @r_versus
175. @ImaginationExplorer
176. @one_piece_topic
177. @r_VirginVsChad
178. @r_manga2
179. @r_creepy
180. @UNBGBBIIVCHIDCTIICBG
181. @EliteDanger0us
182. @r_malazan
183. @kstxi
184. @r_okbuddychicanery
185. @r_BikiniBottomTwitter
186. @r_WritingPrompts
187. @SubredditMix
188. @rareinsults
189. @blackpeopletweets
190. @r_okbuddyrintard
191. @r_funnystories
192. @saber_fgo
193. @r_outerwilds
194. @r_hololive
195. @brasildob
196. @Dreamcatcher_reddit
197. @rJackSucksAtLife
198. @oddly_satisfy
199. @instant_regret
200. @imaginary_maps
🎂🎂🎂🎂🎂🎂🎂
🎁 Today @datascientology is 7 years old.
🎉 Congratulations! 🎈
