Variational Autoencoders (VAE) are a type of generative model used in machine learning and artificial intelligence. It is a neural network-based model that learns to generate new data points by capturing the underlying distribution of the training data.

The VAE consists of two main components: an encoder and a decoder. The encoder takes in an input data point and maps it to a latent space representation, also known as the latent code or latent variables. This latent code captures the essential features or characteristics of the input data.

The latent code is then passed through the decoder, which reconstructs the input data point from the latent space representation. The goal of the VAE is to learn an encoding-decoding process that can accurately reconstruct the original data while also capturing the underlying distribution of the training data.

One key aspect of VAEs is the introduction of a probabilistic element in the latent space. Instead of directly mapping the input data to a fixed point in the latent space, the encoder maps the data to a probability distribution over the latent variables. This allows for the generation of new data points by sampling from the latent space.

During training, VAEs optimize two objectives: the reconstruction loss and the regularization term. The reconstruction loss measures the similarity between the input data and the reconstructed output. The regularization term, often based on the Kullback-Leibler (KL) divergence, encourages the latent distribution to match a prior distribution, typically a multivariate Gaussian.

By optimizing these objectives, VAEs learn to encode the input data into a meaningful latent representation and generate new data points by sampling from the learned latent space. They are particularly useful for tasks such as data generation, anomaly detection, and dimensionality reduction.

Kind regards by GPT-5

Introduction to Variational Autoencoders (VAEs)

01. Omicron - A Thousand Dyes On The Moist Earth [Instinct Ambient - 1994]
02. A Positive Life - The Calling (Ambient Mix) [Waveform Records - 1994]
03. Opus III - Sushumna [PWL International - 1994]
04. Optica - Rising High [Kinetix - 1993]
05. Bonze - Belleville [Step 2 House Records - 1994]
06. Neural Network - Psychosis [Origo Sound - 1994]
07. Bleep - A Fading Dream [SSR Records - 1989]
08. Paradise 3001 - Sunspots (Solenoid Version) [Sun Music - 1994]
09. Brainwork - Extra Track Dedicated To The Orb [MSC Records - 1994]
10. Saafi Brothers - Sweet Sirenes [Blue Room Released - 1997]
11. Passion Flower - In Soul Motion [Seventh Sense Records - 1992]
12. Brainwave - How Do You Feel [DiKi Records - 1991]
13. Salt Tank - Olympic [Internal - 1994]
14. Quazar - Deeper And Higher [Seven Stars Records - 1993]
15. Pulse - Soul Hunter [Harthouse - 1994]
16. Procyon Project - Thule 68 The 97 Remix [Hypnotic - 1997]
17. C.J. Bolland - Mantra [R&S Records - 1992]
18. Luke Cage - Peak [Ground Groove - 1996]
19. Air Liquide - This Is Not A Mind Trip (Live At Love Parade 94) [Sm)e Communications - 1994]

Hjärngymnastik 234: Serpiginös Trisslottsskrapning

Available to download from: https://alienalarms.bandcamp.com

An overprotective artificial intelligence apologizes to someone discovering that the AI is maintaining humanity as brains in jars connected to a shared simulation for its own good.

The vocals in this track were created by asking ChatGPT to compose a confession from the perspective of an overprotective AI to a human waking to find that they are now a brain in a jar that has been living in a simulation created by the AI to protect humanity from itself. The lyrics were then sent to Google's AI text to speech service to generate the audio which was edited in Ableton Live to create the vocal part.

After generating several vocals with ChatGPT and Google's AI text to speech service I noticed how polite and upbeat the AIs tended to be, even when asked to talk about dark subjects. The darkest scenario I could think of was one where an AI tasked with protecting humanity determines that the only way to avoid people doing harm to each other would be to store them as brains in jars connected to a shared simulation. "I, Robot" meets "The Matrix", but without a Holywood ending...

Words: Jim Purbrick and ChatGPT
Music: Jim Purbrick and Ieva Dubova
Piano: Ieva Dubova
Vocals: en-US-Neural2-E

This New Reality May Be Difficult To Accept (Radio Edit)

where the goth baddies @ 😔

I made this on accident.

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#phonk #phonkmusic #driftphonk #blast #phonkmix #phonkhouse #фонк #phonkplaylist #phonkdrift #drift #aggressivephonk #agressivephonk #memphis #bestphonk #alexiactionnocopyright #tiktokphonk #nightdrive #brazilianphonk #nocopyrightmusic #royaltyfreemusic #blastphonk #alexiaction #nightdrivephonkmix #brazilphonk #melodicphonk #midjourney #phonkmidnight #neuralnetwork #brazilianphonkmano #brazilfunk #phonkaggressive #viralmusic #trapphonk #viral #copyrightfreemusic #viralphonkmusic #atmospericphonk #фонка #phonkremix #phonk1hour #zxcphonk #sf #gymphonk #bestphonkmix #memphisphonk #phonkbeat #phonktypebeat #hardphonkmix #shadxwbxrn #cyberphonk #пхонк #carmusicmix #phonknight #lithuanianphonk #nightdrivephonk #howtomakephonk #lxstcxntury #phonkroyaltyfreemusic #phonknocopyright #atmospherephonk #music #trap #rap #hiphopnocopyrightmusic #hiphop #музыкафонк #memphisrap #shadowborn #shadowburn #cursedevil #cursed #дрифт #фонкхаус #playlist #808 #princeofdarkness #passion #zxcursed #typebeat #bass #сф #bassboost #slowedandreverbe #driftmusic #bassboostphonk #agressive #thisphonkplaylistwillmakeyoudance #chillphonkmix #themostchillphonkplaylist #undergroundrap #darkphonk #hardphonk #hardmix #slowed #reverb #speedup #phonk2022 #gore #power #tiktokmix #tiktokmusic #anime #workoutmusicmix #4wheelkeraunoskiller #deephouse #ghouse #brazzilianbass #gang #bassmusic #carbass #house #slaphouse #carbanger #tiktok #tiktokremix #vavamusic #4wheel #igor #thisphonkmademenut #vavamedia #boostedmusic #clubmusic #car #cars #aegablastem #igorosipovblastphonk #darkviz #trollagephonk #filmora12tutorial #filmora12 #trollage #troll #phonktrollgememereaction #trolling #brazillianphonk #amvedit #amv #phonktrollgememesrespect #phonktrollgememes #phonktrollgememe #phonktrollge #housemusic #trollface #trollgeincident #expertdeath #trollge #4tothefloor #blastphonkloser #phonc #edit #игорьосипов #blastass #ncn #trollgephonk #phonknation #ncs #z3ldr1s #агрессивныйфонк #дрифтфонк #jdm #xypt #жесткийфонк #музыка #бласт #бластфонк #игорьосиповмузыка #osipov #whynot #leftoz #rageblast #leftozanomalousrecords #silxnt #brxshi #effxct #tunetank #blastcsgo #alexiactionnocopyrightmusic #blastpremier #copyrightfreemusicforyoutubevideos #epicmusic #shorts #roblox #wednesday #edits #wednesdayaddams #wednesdayedits #gloss #christmas #robloxedits #robloxtrend #robloxcontent #flopera #tunetankmusic #phonklibrary #flstudio #tracks #producers #shxdowmxne #buntasparks #popularmusic #label #phonkguy #phonkguy224 #bestofphonk #phonkshorts #psychomane #valerydudanov #playamane #bxgr #alexiactionblastphonk #chillphonk #creativecommons #phonkyhouse #animephonk #aega #motivation #shaders #housephonk #berserkphonkmix #berserk #pantheon #pantheonlol #fightphonkmix #подборкафонка #gymphonkplaylist #welcometohellphonkmix #aggresivedriftphonk #bestphonkmixaggressivedriftphonkplaylistфонка2022 #дота2 #1hourphonk #phonkmix1h #gangstercity #phonksong #gangsterdeep #carmusic #bassboosted #aggressivephonkmix #ilienesse #motivational #motivationalphonk #ilixnxsse #ilienesseboosted #rejectweaknessphonkmix #becomegodphonkmix #mcorsen #neonblade #midnight #rave #phonkmage #dvrst #kordhell #phonk2023 #cowbell #агрессивногофонка #sahara #aggressivephonk2023 #tiktokphonk2023 #closeeyesphonk #closeeyes #phonkcloseeyes #antemortem #fightuntilyoucanonlycrawlphonkmix #phonkmurderinmymind #murderinmymindphonk #phonkmusic2023 #warningphonk #phonkwarning #murderinmymind #remix

MIND YOUR DVMN BUSINESS (Experimental)

Scary Vladimir

01. Foundland - AV-8 Landing On Water [Xource Records - 1996]
02. Florence - Coincedental Harmony [New Electronica - 1997]
03. Trans4m - Aeons [Big Sleep Records - 1995]
04. Braindub - The Seed [Sun Music - 1995]
05. Aphex Twin - Pulsewidth [Apollo - 1992]
06. Neural Network - Brain-State-In-A-Box Part II [Origo Sound - 1994]
07. As One - Shambala [New Electronica - 1994]
08. Some Other People - Twilight [Infinite Mass - 1993]
09. Autechre - Slip [Warp Records - 1994]
10. Time Modem - Wibanah (Follow Me) [BOY Records - 1993]
11. B12 - Bio Dimension [Warp Records - 1993]
12. Sterac - Sitting On Clouds [100% Pure - 1994]
13. Pure Impulse Project - Energize [Seventh Sense Records - 1992]
14. The Martian - The Voice Of Grandmother [Red Planet - 1997]
15. The Future Sound Of London - Calcium [Jumpin' & Pumpin' - 1991]
16. Aphex Twin - Green Calx [Apollo - 1992]
17. Lemon Sol - Hybrid [Guerilla - 1994]
18. Immersion - Water Walker (Trawl Remix) [Swim - 1995]

Hjärngymnastik 286: Cox 2-hämmat Sommarprat

An epic tale spanning the history of Artificial Intelligence as it pertains to digital influencers. It's just... so peak.

AI in the Game

Discover how Ruslan Salakhutdinov is revolutionizing AI with cutting-edge research in deep learning and machine intelligence. #AI #DL #ML

Ruslan Salakhutdinov

Ruslan Salakhutdinov & Artificial Intelligence

Dark dubstep with glitch effects and heavy bass. Cyberpunk vibes, neon lights, digital atmosphere. Perfect for night city rides and deep sound lovers

System Glitch

This podcast discusses the capabilities of GPT-5, a next-generation AI system, and its potential impacts on medicine, finance, education, the economy, work, security, and society ...

The AI VIPs page is a tribute to those pioneers—from the early architects like Alan Turing and John McCarthy, who laid the groundwork for AI, to the modern-day innovators who continue to push the boundaries of what’s possible.

HE IS THE CONK WAKER. THE EARTH BREAKER. CHAMPION MAN OR THE MISTAKER. WHEN GAIA RAN FORTH, HE ATE HER. AND HE'S ME.

Deep Dubstep / Bass Music
Dark atmosphere, raw sound, heavy groove.
Industrial textures, urban vibe.
Street energy. No embellishments.
Welcome to the world of noise.

20/6 - Midsummer Open Air
30/5 - groundBreaking w/ Kugg, Bimse Fett
18/4 - Fotografiska Stockholm w/ OB JUAN/SPIRI:TUAL/PENTTI IGOR
11/4 - Fotografiska Stockholm w/ BONDANZA


Taking a small break from recording weekly Hjärngymnastik mixes at the moment. I'll be back shortly.

Gigs? PM.

Hjärngymnastik is my weekly digging project where I search for electronic music released before year 2001, sourced from vinyl, CDs and digital.

Trying to sound like a drummer trying to sound like a drum machine someone is trying to make not sound like a drum machine.

Since combining breakbeats, field recordings of Brighton and the 19th century words of Lord Byron on “Music On The Water” in May 2021, Alien Alarms have released music on the Patchworks, Stresshead and Spirit Of Gravity labels, played live across the UK, received airplay on Codesouth.FM, Resonance Extra, Radio Reverb, BBC Radio Wales and BBC Radio 6 Music.

New tracks tagged #neuralnetwork