Introduction to Qdrant (Vector Database) Using Python

mayoufi

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Mar 15, 2024

Introduction to Qdrant (Vector Database) Using Python

Published 3/2024
Created by Vijay Anand Ramakrishnan
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 24 Lectures ( 1h 45m ) | Size: 787 MB

Learn the basics of Qdrant (Vector Database), Indexing the data, snapshots, Python Client with examples and more !

What you'll learn:
Basics of Vector databases
Introduction to Qdrant and Installing Qdrant
Collections, Segments and Points in Qdrant
Vector and payload fields in a Collection
Vector and Payload indexing
Vector similarity search on a Collection and filtering the results based on payload
Quantizing the vectors
Configuring Qdrant Server

Requirements:
Python
Fundamentals of Docker and Docker Compose
Basic Linux commands

Description:
Qdrant is an Open Source vector database with in-built vector similarity search engine. Qdrant is written in Rust and is proven to be fast and reliable even under high load in production environment. Qdrant provides convenient API to store, search and manage vectors along with the associated payload for the vectors.This course will provide you with solid practical Skills in Qdrant using its Python interface. Before you begin, you are required to have basic knowledge onPython ProgrammingLinux CommandsDocker and Docker ComposeSome of the highlights of this course areAll lectures have been designed from the ground up to make the complex topics easy to understandAmple working examples demonstrated in the video lecturesDownloadable Python notebooks for the examples that were used in the coursePrecise and informative video lecturesQuiz at the end of every important video lecturesCovers a wide range of fundamental topics in Qdrant After completing this course, you will be able toInstall and work with Qdrant using PythonManage Collections in QdrantPerform vector search on vectors stored in Qdrant collection Filter the search resultsCreate and manage snapshotsUse Qdrant to build scalable real-world AI appsThis course will be updated periodically and enroll now to get lifelong access to this course!

Who this course is for:
Data Scientists
AI Engineers
Machine Learning Engineers
MLOps Engineers
Data Scientists
Anyone who is motivated to learn and work with a Vector database

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Introduction to Qdrant (Vector Database) Using Python (1 Viewer)

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mayoufi

"S'all Good, Man."​

"Perfection Is The Enemy Of Perfectly Adequate."​

"Money Is The Point!"​

"I Travel In Worlds You Can't Even Imagine."​

"Say Nothing, You Understand? Get A Lawyer!"​

“Confidence is good. Facts on your side, better.” ​

“Facts are facts.”​

“Sometimes the good guys win.”​

“I’m not good at building shit, you know? I’m excellent at tearing it down.”​

“Money is not beside the point… Money is the point.”​

“Whoa, whoa. Hold up. What the hell happened to you? I get it, the first rule of Fight Club, right?”​

“A good magician never reveals his secrets.”​

“Got to look successful to be successful.”​

“The lesson is, if you’re gonna be a criminal, do your homework.” ​

“If I had to do it all over again, I would maybe do some things differently. I just thought you should know that.”​

“Some men aren't looking for anything logical. They can't be bought, bullied, reasoned or negotiated with. Some men just want to watch the world burn.”​

"Ernest Hemingway once wrote, "The world is a fine place and worth fighting for." I agree with the second part."​

“There’s no better way to destroy someone’s life than to uncover their secrets.”​

“Hackers are breaking the systems for profit. Before, it was about intellectual curiosity and pursuit of knowledge and thrill, and now hacking is big business.”​

“Hackers often describe what they do as playfully creative problem-solving.”​

“Computer hackers do not need to know each other’s real names, or even live on the same continent, to steal millions in mere hours."​

“While many hackers have the knowledge, skills, and tools to attack computer systems, they generally lack the motivation to cause violence or severe economic or social harm.”​

“Very smart people are often tricked by hackers, by phishing. I don’t exclude myself from that. It’s about being smarter than a hacker. Not about being smart.”​

“At the end of the day, my goal was to be the best hacker.”​

“Humiliation is the favorite currency of the hacker.”​

“The hacker didn’t succeed through sophistication. Rather he poked at obvious places, trying to enter through unlocked doors. Persistence, not wizardry, let him through.”​

"Rules. Without Them We Live With The Animals.”​

“Consider This A Professional Courtesy.”​

"I've Lived My Life My Way, And I'll Die My Way."​

"You stabbed the devil in the back, and forced him back into the life that he had just left."​

"You Want A War, Or Do You Want To Just Give Me A Gun?"​

"Leave one wolf alive and the sheep are never safe."​

"When you play the game of thrones, you win or you die. There is no middle ground."​

"It's not easy to see something that’s never been before: A good world."​

"I believe in second chances. I don't believe in third chances."​

"If you only trust the people you grew up with, you won't make many allies."​

"A man with no motive is a man no one suspects. Always keep your foes confused: If they don't know who you are, what you want—they can't know what you plan to do next."​

"Never forget what you are, the rest of the world will not. Wear it like armor and it can never be used to hurt you."​

"I try to know as many people as I can. You never know which one you'll need."​

"It's hard to put a leash on a dog once you've put a crown on its head."​

“Everything before the word ‘but’ is horseshit.”​

“A lion doesn’t concern himself with the opinions of a sheep.”​

“Nothing FUCKS you harder than time.”​

“You pray for rain, you gotta deal with the mud too. That’s a part of it.”​

“I’d be more frightened by not using whatever abilities I’d been given.”​

“Luck is where opportunity meets preparation.”​

“If you have an enemy, then learn and know your enemy, don’t just be mad at him or her.”​

“Every failed experiment is one step closer to success.”​

When you work on a computer your hands travel 20 kilometres a day!​

Fugaku supercomputer is the world’s fastest computer. The $1-billion supercomputer has 7,630,848 cores, requires 29,899 kilowatts of electricity, and can execute 442,010 teraFLOPs.​

“Every day, about 317 million new viruses are discovered.​

“Microsoft’s founder, the infamous Bill Gates, was actually a college dropout."​

Did you know?​

“On average, a human blinks 20 times per minute, but using a computer reduces it to 7."​

Did you know?​

“The most common password for a computer and social media platforms is 123456."​

Did you know?​

“There are eight varieties of computers: mainframe, supercomputer, workstation, personal computer, Apple Macintosh, laptop, tablet, and smartphone."​

Did you know?​

“Linux leads the industry as it is used by Google, Facebook, Twitter, and Amazon."​

Did you know?​

“NASA computers were hijacked by a 15-year-old, resulting in a 21-day halt."​

Did you know?​

“You may heat a room with Gaming PCs more effectively than a heater."​

Did you know?​

“Physical money accounts for just around 10% of global cash, while the rest is stored on computers."​

Did you know?​

“YouTube actually started as a dating website." (Oh crap xD)​

Did you know?​

“Before they could progress as stable brands, Microsoft, HP, and Apple began manufacturing computers in their Garages."​

Did you know?​

“For every 12 million email spams, only one gets a reply."​

Did you know?​

“Banks and other corporate giants hire white hats or “good hackers” to help fix security issues and prevent system infiltration."​

Did you know?​

“If Earth stopped rotating for 1 second, everyone would die."​

Did you know?​

Currently reading:
Introduction to Qdrant (Vector Database) Using Python (1 Viewer)

"S'all Good, Man."

"Perfection Is The Enemy Of Perfectly Adequate."

"Money Is The Point!"

"I Travel In Worlds You Can't Even Imagine."

"Say Nothing, You Understand? Get A Lawyer!"

“Confidence is good. Facts on your side, better.”

“Facts are facts.”

“Sometimes the good guys win.”

“I’m not good at building shit, you know? I’m excellent at tearing it down.”

“Money is not beside the point… Money is the point.”

“Whoa, whoa. Hold up. What the hell happened to you? I get it, the first rule of Fight Club, right?”

“A good magician never reveals his secrets.”

“Got to look successful to be successful.”

“The lesson is, if you’re gonna be a criminal, do your homework.”

“If I had to do it all over again, I would maybe do some things differently. I just thought you should know that.”

“Some men aren't looking for anything logical. They can't be bought, bullied, reasoned or negotiated with. Some men just want to watch the world burn.”

"Ernest Hemingway once wrote, "The world is a fine place and worth fighting for." I agree with the second part."

“There’s no better way to destroy someone’s life than to uncover their secrets.”

“Hackers are breaking the systems for profit. Before, it was about intellectual curiosity and pursuit of knowledge and thrill, and now hacking is big business.”

“Hackers often describe what they do as playfully creative problem-solving.”

“Computer hackers do not need to know each other’s real names, or even live on the same continent, to steal millions in mere hours."

“While many hackers have the knowledge, skills, and tools to attack computer systems, they generally lack the motivation to cause violence or severe economic or social harm.”

“Very smart people are often tricked by hackers, by phishing. I don’t exclude myself from that. It’s about being smarter than a hacker. Not about being smart.”

“At the end of the day, my goal was to be the best hacker.”

“Humiliation is the favorite currency of the hacker.”

“The hacker didn’t succeed through sophistication. Rather he poked at obvious places, trying to enter through unlocked doors. Persistence, not wizardry, let him through.”

"Rules. Without Them We Live With The Animals.”

“Consider This A Professional Courtesy.”

"I've Lived My Life My Way, And I'll Die My Way."

"You stabbed the devil in the back, and forced him back into the life that he had just left."

"You Want A War, Or Do You Want To Just Give Me A Gun?"

"Leave one wolf alive and the sheep are never safe."

"When you play the game of thrones, you win or you die. There is no middle ground."

"It's not easy to see something that’s never been before: A good world."

"I believe in second chances. I don't believe in third chances."

"If you only trust the people you grew up with, you won't make many allies."

"A man with no motive is a man no one suspects. Always keep your foes confused: If they don't know who you are, what you want—they can't know what you plan to do next."

"Never forget what you are, the rest of the world will not. Wear it like armor and it can never be used to hurt you."

"I try to know as many people as I can. You never know which one you'll need."

"It's hard to put a leash on a dog once you've put a crown on its head."

“Everything before the word ‘but’ is horseshit.”

“A lion doesn’t concern himself with the opinions of a sheep.”

“Nothing FUCKS you harder than time.”

“You pray for rain, you gotta deal with the mud too. That’s a part of it.”

“I’d be more frightened by not using whatever abilities I’d been given.”

“Luck is where opportunity meets preparation.”

“If you have an enemy, then learn and know your enemy, don’t just be mad at him or her.”

“Every failed experiment is one step closer to success.”

When you work on a computer your hands travel 20 kilometres a day!

Fugaku supercomputer is the world’s fastest computer. The $1-billion supercomputer has 7,630,848 cores, requires 29,899 kilowatts of electricity, and can execute 442,010 teraFLOPs.

“Every day, about 317 million new viruses are discovered.

“Microsoft’s founder, the infamous Bill Gates, was actually a college dropout."

Did you know?

“On average, a human blinks 20 times per minute, but using a computer reduces it to 7."

Did you know?

“The most common password for a computer and social media platforms is 123456."

Did you know?

“There are eight varieties of computers: mainframe, supercomputer, workstation, personal computer, Apple Macintosh, laptop, tablet, and smartphone."

Did you know?

“Linux leads the industry as it is used by Google, Facebook, Twitter, and Amazon."

Did you know?

“NASA computers were hijacked by a 15-year-old, resulting in a 21-day halt."

Did you know?

“You may heat a room with Gaming PCs more effectively than a heater."

Did you know?

“Physical money accounts for just around 10% of global cash, while the rest is stored on computers."

Did you know?

“YouTube actually started as a dating website." (Oh crap xD)

Did you know?

“Before they could progress as stable brands, Microsoft, HP, and Apple began manufacturing computers in their Garages."

Did you know?

“For every 12 million email spams, only one gets a reply."

Did you know?

“Banks and other corporate giants hire white hats or “good hackers” to help fix security issues and prevent system infiltration."

Did you know?

“If Earth stopped rotating for 1 second, everyone would die."

Did you know?

“If someone made a sound of 1100db or larger a black hole would form sucking in our whole solar system."

“People shouldn't be afraid of their government. Governments should be afraid of their people.”