Generative Ai Application Design And Development

mayoufi · Sep 30, 2024

Published 9/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz
Language: English | Size: 5.35 GB | Duration: 18h 2m

Generative AI Made Simple: Build Intelligent, Innovative Applications—No AI/ML Experience Needed

What you'll learn
Learners will master the core concepts and principles behind Generative AI, how LLMs work, and how they can be applied in real-world use cases.
Develop practical skills to design, architect, and implement smart applications leveraging a wide range of LLMs from both open and closed sources.
Learn how to effectively use popular tools including LangChain, HuggingFace, StreamLit, Ollama, and more
Understand and implement best practices when it comes to efficiency, scalability, and responsible use of generative AI in production environments.
Identify and navigate challenges specific to generative AI applications.
Prepare for intermediate-level technical interviews for roles in Generative AI.

Requirements
Basic knowledge of Python programming
Familiarity with Jupyter Notebooks is a plus
A personal machine (Windows, Linux, or Mac)
A stable internet connection

Description
Are you interested in learning generative AI, but feel intimidated by the complexities of AI and ML? If your answer is YES, then this course is for you! I structured this course based on my own experience learning Generative AI technology. Having faced the challenges firsthand, I designed this course to simplify the learning process. It's tailored specifically for those without an AI/ML background, helping you quickly get up to speed with generative AI.Designed specifically for IT professionals, developers, and architects with no prior AI/ML background, this course will empower you to build intelligent, innovative applications using Large Language Models (LLM). You'll gain practical, hands-on experience in applying cutting-edge generative AI technologies without the steep learning curve of mastering complex algorithms or mathematical theories.Here is an overview of course structure & coverage:Generative AI Foundations: Dive into the core concepts of Large Language Models (LLM), and learn how to work with powerful models like Google Gemini, Anthropic Claude, OpenAI GPT, and multiple open-source/Hugging Face LLMs.Building Generative AI Applications: Discover practical techniques for creating generative AI applications, including prompting techniques, inference control, in-context learning, RAG patterns (naive and advanced), agentic RAG, vector databases & much more.Latest Tools and Frameworks: Gain practical experience with cutting-edge tools like LangChain, Streamlit, Hugging Face, and popular vector databases like Pinecone and ChromaDB.Try out multiple LLM: Course doesn't depend on a single LLM for hands-on exercises, rather learners are encouraged to use multiple models for exercises so that they learn the nuances of their behavior.Learning Reinforcement: After each set of conceptual lessons, students are given exercises, projects, and quizzes to solidify their understanding and reinforce the material covered in previous lessons.Harnessing the Power of Hugging Face: Master the Hugging Face platform, including its tools, libraries, and community resources, to effectively utilize pre-trained models and build custom applications.Advanced Techniques: Delve into advanced topics like embeddings, search algorithms, model architecture, and fine-tunings to enhance your AI capabilities.Real-World Projects: Apply your knowledge through hands-on projects, such as building a movie recommendation engine and a creative writing workbench.Course Features18+ Hours of Video ContentHands-On Projects and Coding ExercisesReal-World ExamplesQuizzes for Learning ReinforcementGitHub Repository with SolutionsWeb-Based Course GuideBy the end of this course, you'll be well-equipped to leverage Generative AI for a wide range of applications, from natural language processing to content generation and beyond.Who Is This Course For?This course is perfect for:IT professionals, application developers, and architects looking to integrate generative AI into their applications.Students or professional preparing for interviews for the roles related to generative AIThose with no prior experience in AI/ML who want to stay competitive in today's rapidly evolving tech landscape.Anyone interested in learning how to build intelligent systems that solve real-world business problems using AI.Why Choose This Course?Raj structured this course based on his own experience in learning Generative AI technology. He applied his first hand knowledge of challenges faced in learning generative to create a structured course aimed at making it simple for anyone without AI/ML background to be able to get up to speed with generative ai fast.No AI/ML Background Needed: This course is designed for non-experts and beginners in AI/ML.Hands-On Learning: Engage in practical, real-world projects and coding exercises that bring AI concepts to life.Expert Guidance: Learn from Rajeev Sakhuja, a seasoned IT consultant with over 20 years of industry experience.Comprehensive Curriculum: Over 18 hours of video lessons, quizzes, and exercises, plus a web-based course guide to support you throughout your learning journey.Latest Tools and Frameworks: Gain practical experience with cutting-edge tools like LangChain, Streamlit, Hugging Face, and popular vector databases like Pinecone , FAISS, and ChromaDBWho should NOT take this course?Folks looking for deep dive into the internals of generative AI modelsLooking to gain understanding of mathematics behind the modelsIT professionals interested in DataSciences role

To view the content, you need to Sign In or Register.

Generative Ai Application Design And Development

Currently reading: Generative Ai Application Design And 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?​

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

Did you know?​

Currently reading:
Generative Ai Application Design And Development

"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.”