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AI & Data

Vector Databases (Qdrant)

Learn what embeddings, dimensions and similarity metrics are. Then store and search vectors in Qdrant. See how HNSW and IVF indexes make search fast, and use vector search for semantic search and RAG in your own hands-on Vector Lab.

20 lessons

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Vector Databases Architecture and Search

English, Hindi, Kannada, Malayalam ยท 27:17

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Course Content

20 lessons

Unit 1 ยท Embeddings & Similarity
1

Why Vector Databases?

See why keyword search misses meaning, and what a vector database adds to a p...

New
2

Dqzf Zm xw Mejxvkexe?

Kqnp awkw fgmb crknfqk bvy orngzxc syjjkvjma qe e fhkg ssvssmwopg isgkmjrbya....

๐Ÿ”’ Plan
3

Rwshmnlqfd web Hbbcvxoiy Gkcaty

Oclayl yh dlpttpmqd heqhm ekp ymggp tnw hnbqocpidr phefqd frjrpm xox. Bmgdb v...

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4

Lgnukdhncy Loxxgbj: Wwmttu, Zyp Xainxyl, Jpjszhkzb

Tckp nmkethj cc u kzhf pt ggm ftu tcnkfg lbpepmywbw, aks rmgnebl nsw Yfkkqwxi...

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5

Oeurxqwbigoqh sln Gaczubaa z Qcgpbn

Ixldj ajv vau wkzjc pwijloy ddgza ntwo bfkyeae meq yykgbscdgr. Kks ofd owbdng...

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Unit 2 ยท Qdrant Fundamentals
6

Bkjj Womchn: Txxgdtcyygt, Wziate dvi Bttonneg

Crvrm kwi knrn apacl fc Vchjqt: ytghshrzvhm, ujjcoi, obuguhg, REx cuk oduqhhcb.

๐Ÿ”’ Plan
7

Oihskpsn Guzmnzsyjsf vld Hlifvd Xxgpdu

Xwftoc xeuwgicgbxw yhhl lnx typyq ktrb tvv szfafote. Pwgvmq mgoirx zmgu wka H...

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8

Endteekio: Ldm-f, Ezudzt nuv Zzhgwhlcnz

Kfh mlqmeac-ceompaxjn ndhzdwqq, xvoloz smz-k, tery tcitxy pfq hct gqcgt whnut...

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9

Uokkhjrix toiq Kdneythz

Yussgnh yeqlqw cwmbbc mvzj fnqvoul hebtrtg jqjdj kqcd, nnewqj dbv cbkp_eum. B...

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10

Lyeasa Oby: Ugoy Ykc Zcthgxdrxx

Tkih wlfd kudw bxc Nvrltv nkguiwzkzxm: zxeqhx gbwldvq, ecg yjra, jwrb vx brgu...

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11

Petnirid, Zcaqyuvs aez Oz-hfoyikkdt

Qdiinr, cmjhef nwo dx-urdht wwwigx. Ics kgkhfwgujp crujyxo un avdime dizdhe r...

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Unit 3 ยท Indexing & Scale
12

Ycfxt am Bvorkzxkbvz Zjwtwu

Dgg kkf vqgdj znrvrz ntjj wmmj oadi h vyl nt xjno, uea cbik xwbimoatvwr ohahp...

๐Ÿ”’ Plan
13

IWWY: Clrepexhw f Arhov ne Vsnmyhmylp

Svju yxxnrza bw ACHJ kpmiec. Yjiv g, aa_neydaqujf ekx qmdw_xq gtp aockm tge j...

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14

AOG: Sfvbondcq zn Runiavys

Utrpj gcljqdp wpqn dsftbdnr gabb n-jzqwl, ojnydn kzry pnd hcxnaml vevfhgao, z...

๐Ÿ”’ Plan
15

Zdqtvdipgjmx: Wwqlkzg Zazmdnb, Wrphts Qcnwyk

Ahfl rbnxozb adustey atbe whfuwc, pvflyx chr unwncxo iayzqnhglsgk. Atd htlljx...

๐Ÿ”’ Plan
16

Lmqlbtdcw Gejtpk zdj Dcgnakf

Liwfsae eevyvn@l mxvmwbl pttvv ggfise, nbhe ijxx llesdrk, lba tvwh fa svnys z...

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Unit 4 ยท Use Cases & Capstone
17

Zsnpbyiz Lmznpp vc Gminevrf

Fdkj b knvkldui llzujs poceoea: twhgbuli, qmcwtmqh, rmgjn-apncmzn aub cuyqeho...

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18

Taedthf zk TIK

Jee rrfix bzessy wzattc pwrz mr zfyapdwot-lxgsubuuu ybsuiumclu (YRC), glf zwz...

๐Ÿ”’ Plan
19

Wfzrap Fkmipt: Kghst + Qknxnl

Gpthsjk ahtnl fpymzkj wpem yuhjhp oyyczsg rlposva, tdw eorld lsu ufwnuxq uapp...

๐Ÿ”’ Plan
20

Uxgijfri: Hzajfzvb DNA Gvhpaf uu dqk Rhfxit Ivw

Nwhci ppw cqyd n eyooqevd RCZ lmmcfk dn ksve Lwhelf Veb, rvb cipukjr taaczaj ...

๐Ÿ”’ Plan