2024 Bootcamp: Generative AI + LLM App Development

mayoufi · Feb 17, 2024

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 237 Lectures ( 20h 51m ) | Size: 6.9 GB
From zero to professional level: learn the keys to AI and build the most potential Generative AI applications.
What you'll learn:
Keys to Artificial Intelligence and the new Generative AI.
Opportunities and threats of AI for businesses, startups, and jobs.
Professional opportunities opened by Artificial Intelligence.
Steps to become an Artificial Intelligence Engineer.
How to introduce Artificial Intelligence into your business.
Keys to LLM Applications, the highest potential applications of Generative AI.
Architecture of professional LLM Applications.
How to create an LLM Application from scratch to professional level.
The RAG Technique (Retrieval Augmented Generation).
Artificial Intelligence Agents.
Basic and advanced LangChain, LangChain LCEL, and LangChain v010. LangSmith, LangServe, LangChain Templates.
Basic and advanced LlamaIndex. LlamaIndex Templates.
ChatGPT, OpenAI, OpenAI functions, and the OpenAI API.
Large Language Models (LLM): ChatGPT, Llama2, Mistral, Falcon, etc.
Vector databases: Postgres, Pinecone, Chroma, FAISS, DeepLake, etc.
Full-Stack Applications: Nextjs and FastAPI.
Professional deployment: Vercel and Render.
Provisional deployment: Streamlit.
Cloud hosting: AWS S3.
LLMOps.
How to apply the principles of Responsible AI.
Daily tools of the AI Engineer: Jupyter Notebooks, Python, Terminal, Github, Codespaces, etc.

Requirements:
No previous technical knowledge is required.
Students with some prior knowledge will improve their professional preparation.

Description:
This Online Bootcamp is a compact and accelerated version of our 400-hour in-person master's program.It has two parts:- In Part 1, you will learn the keys to Artificial Intelligence and the new Generative AI, as well as its potential to revolutionize businesses, startups, and employment.- In Part 2, you will learn to build professional-level LLM Applications, the most potential applications of Generative AI.By the end of this program, you will know how to do the following:AI AND BUSINESSKnow the businesses that AI puts at risk of disappearing.Know the new opportunities created by AI for businesses.Design a plan to introduce AI into your company.Select an appropriate pilot project to introduce AI into your company.Form the first AI team in your company.Prepare your company's AI strategy.AI AND STARTUPIdentify 100 opportunities to create AI startups.AI AND EMPLOYMENTKnow the professions that AI puts at risk of disappearing.Know the new professions created by AI.LLM APPLICATIONS, THE APPLICATIONS WITH THE GREATEST POTENTIAL OF GENERATIVE AI.Know the main use cases of LLM Applications in businesses and startups.CREATION OF PROFESSIONAL LLM APPLICATIONS.You will learn the Architecture of an LLM Application.You will learn how to learn programming languages like Python and Javascript.You will learn to work with your computer's terminal.You will learn to work with Jupyter notebooks.You will learn to work with code editors like Visual Studio Code.You will learn to work with virtual environments.You will learn to work with hidden files to save credentials.You will learn the RAG (Retrieval Augmented Generation) technique.You will learn to use LangChain.You will learn to use the LangChain Expression Language (LCEL).You will learn to use the new version v010 of LangChain.You will learn to use LlamaIndex.You will learn to use the OpenAI API.You will learn to use OpenAI's functions.You will learn to use LangSmith.You will learn to use LangServe.You will learn to use templates of LangChain and LlamaIndex.You will learn what AI Agents are and how to create them.You will learn to create prototypes (demos) of LLM applications with LangChain and Streamlit.You will learn to create full-stack CRUD applications with Nextjs, FastAPI, and Postgres.You will learn to create professional full-stack LLM applications with LangChain, LlamaIndex, Nextjs, FastAPI, and Postgres.You will learn to use vector and traditional databases.You will learn to deploy applications on Vercel and Render.You will learn to use AWS S3 as a remote storage platform.You will learn to use ChatGPT as a programming assistant.You will learn to work with Github and Github Codespaces.You will learn what LLMOps is and how to use it in your LLM Applications.You will learn the principles of Responsible AI and how to use them in your LLM Applications.The Bootcamp consists of:238 lessons divided into 36 sections.More than 200 videos.More than 150 attached presentations.More than 70 practical notebooks.17 practical code repositories on Github.25 LLM applications of different difficulty levels: basic, intermediate, and advanced.Material for more than 100 hours of study and practice for the student.Topics included in this Bootcamp: AI, Generative AI, AI Applications, LLM Applications, Full-Stack Applications, LangChain, LangChain Expression Language (LCEL), LangChain v010, LlamaIndex, OpenAI, OpenAI API, RAG, RAG Technique, Vector databases, Postgres, Pinecone, Chroma, DeepLake, Streamlit, Nextjs, Vercel, FastAPI, Render, AWS S3, LangSmith, LangServe, LangChain Templates, LlamaIndex Templates, LLMOps, Responsible AI.

Who this course is for:
Students and professionals with and without previous experience.
Students without prior knowledge interested in taking advantage of the professional opportunities opened by the field of Artificial Intelligence.
Executives interested in introducing Artificial Intelligence into their company.
Machine Learning, Deep Learning, and Data Science professionals interested in expanding their professional opportunities in the area of Generative AI and LLM Applications.
Software application developers interested in expanding their professional opportunities by learning to develop Generative Artificial Intelligence and LLM Applications.

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2024 Bootcamp: Generative AI + LLM App Development

2024 Bootcamp: Generative AI + LLM App Development

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?​

"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.”

“Behind this mask there is more than just flesh. Beneath this mask there is an idea... and ideas are bulletproof.”