Embeddings and Vector Search for Generative AI - What they are, how to generate and use - Samuel Matioli - World Latest Movie, Series, Videos and Trailers | fetery.com

Embeddings and Vector Search for Generative AI - What they are, how to generate and use

958 views

Samuel Matioli

Published on Sep 1, 2023

About :

Embeddings, or vectors, are a fundamental part of generative artificial intelligence applications. In this video, we will see what your objective is, how to generate them the hard way and the easy way and, in the end, how to use a database with Vector Search support to find similarities. Test DataStax Astra for Vector Search: https://bit.ly/41jSOS5 Ranking of models for embedding in Hugging Face: https://huggingface.co/spaces/mteb/le... Notebook: https://github. com/smatioli/astra-lan... Linkedin: / samuelmatioli 0:00 Home 0:15 What are embeddings 0:55 Vector Search 1:24 Tokens and Tokenization 2:45 Models for embedding in HuggingFace 4:05 Starting the generation of embedding 5:10 Return of the embedding model 5:28 Pooling 6:10 Finishing the embedding with normalization 6:35 Embeddings in easy mode with Sentence Transformers 7:34 Storing vectors in Cassandra 7:55 Library Python CassIO 8:13 Storing the vectors 9:05 Data model for vectors in Cassandra 9:40 Loading the vectors 10:25 Searching content for similarity 12:00 Conclusion #IAGenerativa #Cassandra #VectorSearch #Embedding #Python

vidoe Comments

Trend Videos

8:45

Understanding the intention of the questioner

너덜트

2,154,382 views 7 days ago

5:10

I got an email from YouTube regarding my subscriber count.

보겸s

678,639 views 2 days ago

9:08

Signs of a awning

짧은대본 ShortPaper

564,118 views 5 days ago

2:27

MEOVV(민야오) 'BODY' (4K) STUDIO CHOOM ORIGINAL

STUDIO CHOOM [스튜디오 춤]

1,735,272 views 2 days ago

35:37

※The greatest reversal of roles※ NCT DREAM takes the lead in swallowing and digesting Mimimi Nu. Popularity Season 2 EP.35

모비딕 Mobidic

370,858 views 1 day ago

15:17

Visit to Nona's Hannam-dong Mansion (feat. Italian Ambassador Emilia Gatto)

밀라논나 Milanonna

154,002 views 2 days ago

21:43

[VLOG] Our family is very united‼ 2 days and 1 night in a quiet country life (with boyfriend's family)

지유롭게

186,688 views 3 days ago

26:41

Reasons for not getting married. No, I can't... No, I won't...

걍밍경

1,102,980 views 7 days ago

16:46

Sold out in 10 minutes. Samsung Galaxy Z Fold SE... What are your thoughts after using it for a week?

ITSub잇섭

1,067,818 views 7 days ago

14:54

Where will Son Heung-min go if he leaves Tottenham?

김진짜 Real KIM

1,008,189 views 7 days ago

7:01

I did well on the CSAT (Myrin, a high school senior, shares her story on the 2025 CSAT) Myrin TV

마이린 TV

482,615 views 6 days ago

5:15

Stir-fried pork

웃고리즘

828,430 views 3 days ago

5:10

I got an email from YouTube regarding my subscriber count.

보겸s

678,639 views 2 days ago

37:22

Delicious VS Untasty for 24 hours!! What is the most untasty way to eat Jjajangmyeon?!

파뿌리

655,087 views 4 days ago

15:08

I cried for the first time after watching a movie.. Attack on Titan finaleㅇㅅㅇ

아이자와 유우키

101,877 views 2 days ago

3:15

MEOVV - 'TOXIC' M/V

THEBLACKLABEL

8,898,383 views 3 days ago

2:29

[Minecraft Movie] 2nd trailer

Warner Bros. Korea

895,568 views 2 days ago

18:48

NCT DREAM Appears at Our School?! l [Dingo Attack] School Edition with NCT DREAM

딩고 스튜디오 / dingo studio

492,512 views 2 days ago

23:49

🔥Love counseling is back and it's even hotter🌶️🔥 with Eunji from the Jongji couple

아옳이

420,236 views 2 days ago

33:00

Broken Taxi, Strange Taxi Driver and 2 Days & 1 Night - Tajikistan (3)

곽튜브

735,247 views 5 days ago

19:57

[VLOG] Tearful Taeyomine Dongdong's Birth Vlog 👼🏻

태요미네

1,679,990 views 7 days ago

3:31

JAESSBEE - 'All Now with You' Official MV

MMTG 문명특급

2,417,180 views 10 days ago

2:08

Hazard Tactics Hazard Hero Trailer Overwatch 2

오버워치

189,528 views 2 days ago

21:05

The most expensive country... the world's cheapest Michelin 1 star

잡재홍

294,203 views 3 days ago

21:38

Cheaper than home shopping! A chance to stock up on the cleanser that celebrities use! Kwanghee's [Discount Game 16][EN]

솔코 스테이지 SOLCHORD

539,815 views 1 day ago

28:34

[Ah-hyung Highlight] All below Seoul National University..?! Mi-mi-minu and Seo Jang-hoon arguing about affinity vs. high affinity - Triple S Kim Yoo-yeon from Ewha Womans University's one-shot at Seo Jang-hoon💥 Knowing Brothers JTBC 241116 broadcast

아는형님 Knowingbros

1,684,028 views 5 days ago

11:44

HAON - Skrr (feat. GISELLE of aespa) [Official KCam] ENG/KOR

KC 케이씨

415,073 views 1 day ago

25:39

[SUB] Byun Woo-seok's birthday party where you can't laugh

유병재

1,633,165 views 1 day ago

33:00

Broken Taxi, Strange Taxi Driver and 2 Days & 1 Night - Tajikistan (3)

곽튜브

735,247 views 5 days ago

21:43

[VLOG] Our family is very united‼ 2 days and 1 night in a quiet country life (with boyfriend's family)

지유롭게

186,688 views 3 days ago

18:12

Why 53-Year-Old Sean Maintains His Teenage Vessels (Diet Revealed, Workout Routine)

션과 함께

1,127,486 views 6 days ago

30:55

[Eating Vlog #105] Salppejo is actually a famous noodle artist🍲 A collection of noodle mukbangs perfect for binge-watching on a cold day😋♨️

살빼조DietJo

178,134 views 1 day ago

Google AdSense
336 x 280

Up Next

37:41

The healing effect of effective microorganisms - with Dipl. Ing. Ernst Hammes & Prof. Dr. Jörg Spitz

Akademie für menschliche Medizin

55,893 views
1 year ago

10:59

Just 1 tablespoon daily and you will lose weight! (3 seed tea)

Dr. med. Ulrich Bauhofer | ganzheitlich gesund

369,067 views
1 month ago

29:29

The Secret Life of Microbes: Fascinating Insights into the World of Effective Microorganisms

Akademie für menschliche Medizin

9,477 views
1 year ago

12:23

Your health lies in your gut - Treating intestinal problems

Dr. med. Ulrich Bauhofer | ganzheitlich gesund

87,141 views
2 years ago

41:42

Small microbes - big impact! Effective microorganisms for health with Ernst Hammes

Akademie für menschliche Medizin

27,316 views
1 year ago

6:24

Effective Microorganisms: Test - How useful are EM in the home? Good to know BR

Bayerischer Rundfunk

45,087 views
3 years ago

34:38

Fermentation: The transformative power of bacteria @QS24

tvberlin

14,129 views
2 years ago

25:30

Irritable bowel treatment with effective microorganisms Dr. Anne Katharina Zschocke QS24

QS24 - Schweizer Gesundheitsfernsehen

8,535 views
2 years ago

46:15

The importance of the microbiome in the soil and for our health: top-level conversation with Ernst Hammes

Akademie für menschliche Medizin

14,632 views
1 year ago

28:13

Can bacteria infect Dr.Anne Katharina Zschocke NaturMEDIZIN QS24 Gesundheitsfernsehen

tvberlin

14,007 views
2 years ago

28:22

The power of microorganisms: detoxification from within Dr. med. Anne Katharina Zschocke QS24

QS24 - Schweizer Gesundheitsfernsehen

12,078 views
7 months ago

23:09

👨‍⚕️❗️Top news❗️👨‍⚕️No more irritable bowel syndrome - healthy thanks to the microbiome! Prof. Dr. Spitz & Dr. Burzler

Akademie für menschliche Medizin

13,153 views
1 year ago

26:06

Colon cleansing: Disruption of the microbiome? Dr. Zschocke @QS24

tvberlin

32,611 views
2 years ago

28:10

Effective microorganisms: Probably the cheapest health prevention! Dr. med. Fändrich QS24

QS24 - Schweizer Gesundheitsfernsehen

69,140 views
1 year ago

28:23

Cure cystitis without antibiotics Dr. Anne Katharina Zschocke NaturMEDIZIN QS24

QS24 - Schweizer Gesundheitsfernsehen

33,836 views
2 years ago

29:37

Bacteriology: Effects of EM on the skin Dr. Anne Katharina Zschocke QS24

QS24 - Schweizer Gesundheitsfernsehen

61,959 views
2 years ago

32:18

Eating Heaven on Earth: Food as Life Force @QS24

tvberlin

16,085 views
2 years ago

15:22

SETUP REACTION! SPECTATOR SETUPS AGAIN NEXT LEVEL!

Ratun

64,550 views
3 years ago

21:13

I give viewers their dream gaming room

Ratun

87,638 views
4 days ago

7:38

Is this the * BEST KEYBOARD * in Fortnite? ⌨️🔥

Krittel

7,342 views
13 days ago

26:14

We build the smallest high-end GAMING PC!!

HardwareDealz

129,735 views
3 weeks ago

13:53

MY VIEWERS HAVE CRAZY SETUPS SETUP REACTION

Ratun

147,621 views
3 years ago

13:24

Build your own desk + Wireless Charging & LEDs

Tomary lul

1,020,288 views
2 years ago

15:12

SETUP BATTLE EPISODE 001 I rate your setup!

Ratun

222,016 views
4 years ago

17:54

Spectator Setup again too violent! Ratun Setup Reaction

Ratun

79,225 views
2 years ago

17:51

SETUP REACTION! Ratun reacts to your setups!

Ratun

44,081 views
3 years ago

33:09

We build & test the 1500€ gaming PC!! (2024)

HardwareDealz

151,477 views
2 months ago

14:55

My viewers are more interested than me! Ratun Setup Reaction

Ratun

58,276 views
3 years ago

9:26

MY €15,000 GAMING AND STREAMING SETUP (2023)

katoo

216,697 views
10 months ago

14:33

Spectator setups escalating again! Ratun Setup Reaction

Ratun

60,418 views
2 years ago

Google AdSense
336 x 280