Hands-on Generative AI with Langchain and Python

Imagine crafting your own GPT from scratch. Or building a chat agent that learns and responds just like your favorite assistant. What if you could turn text into SQL queries, translate words into stunning images, or automate daily tasks with the power of AI? This Generative AI course is so much more than just following along. Dive deep into cutting-edge tools like ChatGPT, Langchain, vector databases, RAG, prompt engineering, stable diffusion, GPT-3, DALL-E, Whisper, Midjourney, Gemini etc.

Stop dreaming, start creating. Enroll today and embark on your generative AI journey!


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2 months

Live Training

10+

Live Industry Projects

60 Days

Cloud Lab Access

1.75K

4+ Star Ratings

Course Overview

The Rise of Generative AI

AI's journey began with an impressive ability to analyze data, crunching numbers and generating insights with incredible precision. The traditional machine learning (ML) laid the foundation, excelling at tasks like image recognition, spam filtering, and even composing basic reports. However, creativity and true content generation seemed beyond reach.

The rise of Gen AI

Then came a paradigm shift with ChatGPT, a pioneer in Generative AI (Gen AI). This model didn't just analyze text; it learned its nuances, its flow, and its soul. Suddenly, machines weren't just processing information – they were dreaming. ChatGPT spun captivating stories, generated witty dialogues, and translated languages with uncanny fluency, showcasing the true potential of Gen AI.

ChatGPT application

Today, Gen AI's diverse applications are revolutionizing industries. From personalized marketing campaigns and automated content creation to code writing and product design, its impact is undeniable and far-reaching. Even the text that you are reading currently is generated by ChatGPT.

ChatGPT application

This rapid evolution shows no signs of slowing down. McKinsey reports that Gen AI's potential to enhance productivity could translate to trillions of dollars in value for the global economy. Their research estimates that $2.6 - $4.4 trillion could be unlocked annually across various use cases.

The future of Gen AI is brimming with possibility, offering a compelling landscape for exploration. Are you ready to be part of it? Join us to delve into the world of Gen AI, master its tools and techniques, and contribute to shaping its exciting future.

Generative AI is the future

Generative AI is no longer a distant vision; it's already transforming industries around the world. Here's a glimpse into the present and future impact:

Industry Revolution:

Generative AI business use cases

The Future Beckons:

Creative Explosion: Expect an explosion of AI-generated art, music, and literature, democratizing creative expression and blurring the lines between human and machine creation.
Creative Explosion by Gen AI
Generated by DALL·E 3
Hyper-Automation: Repetitive tasks across industries will be automated by Gen AI, freeing up human potential for higher-level work and innovation. McKinsey estimates that automation could generate up to $5 trillion in value in the global economy by 2030.
Hyper-Automation by Gen AI
Generated by DALL·E 3
Personalized Experiences: From tailored education to customized healthcare, Gen AI will personalize experiences across every aspect of life, fostering deeper engagement and individual well-being.
Personalized Experiences by Gen AI
Generated by DALL·E 3

By understanding and harnessing the power of Gen AI, you can become an active participant in shaping this extraordinary future.

Program Highlights

Key Highlights

2+ Months of Blended Training
60 Days of Lab access
10+ Live Interactive Industry Projects
24*7 Support
Lifetime Access to Course Material
Doubt clearing all weekdays
Scholarships available
Expert Guidance Throughout
Certificate from CloudxLab
Latest AI Trends Incorporated in Curriculum
30+ Tools and Technologies covered
Hands-on experience in cloud labs
Interactive Learning for Rapid Mastery

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Application Deadline 28 April 2024

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Certificate

What is the certificate like?

Gen Ai Course Certificate

Course Completion Certificate - It is obtained by meeting the minimum certificate criteria

  • About Cloudxlab

    Cloudxlab is a team of developers, researchers, and educators who build innovative products and create enriching learning experiences for users. Cloudxlab upskills engineers in deep tech to make them employable & future-ready.

  • Get This Certificate

Hands-on Learning

hands-on lab
  • Gamified Learning Platform
    Making learning fun and sustainable

  • Auto-assessment Tests
    Learn by writing code and executing it on lab

  • No Installation Required
    Lab comes pre-installed softwares and accessible everywhere

  • Accessibility
    Access the lab anywhere, anytime with an internet connection

Mentors / Faculty

Instructor Sandeep Giri

Sandeep Giri

Founder at CloudxLab

Past: Amazon, InMobi, D.E.Shaw

Mentor Venkat Karun

Venkat Karun

Staff Software Engineer

Google

Instructor Shubh Tripathi

Shubh Tripathi

ML Engineer at ClodudxLab

What will we do in this course?

  • In this comprehensive hands-on course, participants will delve into the realm of Generative AI using Langchain and Python, focusing on practical applications for various industries.
  • Unlike passive video tutorials, which you can binge watch, this course encourages active engagement (hands-on) with the instructor to deepen understanding and mastery.
  • We will embark on a journey starting with foundational concepts such as How does a Machine learn, fundamentals of NLP, and the significance of word embeddings.
  • Subsequently, we will explore advanced topics including Generative Pre-trained Transformer (GPT), ChatGPT, Prompt Engineering, Vector Databases, Langchain, Stable Diffusion, and Gen AI with APIs.
  • Moreover, we will explore the practical utilization of common AI tools for automating daily tasks.
  • Throughout the course, we will collaborate on building real-world applications tailored to industry needs. These projects will include developing an RAG-based chatbot, constructing a Text to SQL Engine, coding a GPT from scratch, leveraging OpenAI agents, crafting an text-image editor, and more.
  • By the end of this course, participants will emerge fully proficient in the concepts, tools, and technologies essential for Generative AI, equipped to tackle diverse challenges and automate routine tasks using common AI tools.

Curriculum

1. Python for Generative AI (Self-paced)
1. Introduction to Python
2. Hands-on using Jupyter on CloudxLab
2. Machine Learning Applications & Landscape (Self-paced)
1. Introduction to Machine Learning
2. Machine Learning Application
3. Types of Machine Learning algorithms - Supervised, Unsupervised
3. Building end-to-end Machine Learning Project
1. Frame the problem and look at the big picture
2. Get the data
3. Explore the data to gain insights
4. Prepare the data for Machine Learning algorithms
5. Explore many different models and short-list the best ones
6. Present the solution, Launch, monitor, and maintain the system
4. How does a Machine Learn?
1. Introduction to Neural Networks
2. Working of Neural Networks
5. Introduction to Natural Language Processing
1. How model generates word
2. Applications of Natural Language Processing
6. Word Embeddings
1. How machines represent words?
2. Significance of embeddings
3. Similarity measures of embeddings
4. Sentiment Analysis with LLMs – Live Project
7. Generative Pre-trained Transformer(GPT)
1. Attention Mechanism
2. Transformer Architecture and components
3. Transfer Learning
4. Building your own GPT from scratch using Tensorflow – Live Project
8. OpenAI ChatGPT
1. Introduction to ChatGPT
2. ChatGPT Architecture and Training
9. Prompt Engineering
1. Art of Prompt Engineering
10. Vector Databases
1. Introduction to Vector Databases
2. Architecture of Vector Databases
3. Indexing Techniques
4. Distance Metrics and Similarity Measures
5. Nearest Neighbor Search
6. Open Source Vector Databases:- Chroma and Milvus
11. Langchain
1. Introduction to Langchain
2. The building blocks of LangChain:- Prompt, Chains, Retrievers, Parsers, Memory and Agents
3. Building a RAG based chat agent – Live Project
4. Building a Text to SQL query generator – Live Project
5. Building a RAG based chat agent web app using Flask – Project
12. Stable Diffusion (Self-paced)
1. Introduction to Stable Diffusion
2. Stable Diffusion Components
3. Diffusion Model
4. Stable Diffusion Architecture and Training
13. Gen AI with APIs
1. Hands-on with commonly used Gen AI APIs such as GPT, Google Gemini, DALL-E, Whisper, Midjourney, etc.
2. Developing a Voice-Controlled RAG Chat Agent App – Live Project
3. Group mobile app reviews to generate clean actionable insights using GPT– Live Project
4. Building an OpenAI agent to automate tasks – Live Project
5. Building a QR Code AI Art Generator – Live Project
6. Building an image editor to edit images using text – Live Project
14. Use of Common AI tools for automating daily tasks
2+
Months of Blended Training
60
Days of Lab Access
10+
Projects
2.7K+
Learners
Download Curriculum

Projects

Who Should Join This Course?

Whether you're a seasoned professional or just starting your AI journey with no prior knowledge, this comprehensive program provides the foundational knowledge, hands-on practice, and industry-relevant skills you need to thrive in the world of Generative AI.

Do you see yourself as a:

  • Software Engineer: Streamlining your workflow with automated code generation and intelligent testing?
  • Executives and Leaders: Gain a strategic understanding of Gen AI's potential applications to unlock new revenue streams, enhance operational efficiency, and drive innovation within your organization.
  • Prompt Engineer: Get the best out of LLMs by knowing how to command them?
  • ML Engineer/Data Scientist: Pushing the boundaries of AI with cutting-edge generative models and personalized experiences?
  • Researcher: Exploring the frontiers of this transformative technology and shaping the future of AI?
  • Interested in Generative AI: Eager to unlock the creative and practical potential of this field?

If you answered "yes" to any of these questions, then this course is for you!

Don't wait for the future of AI to happen – be a part of shaping it! Enroll today and embark on your Gen AI journey with us.

Enroll Now

Lecture Timings

Live lectures will take place on weekends, every Saturday and Sunday, starting on April 28th from 8:00 PM to 10:00 PM IST.

Certification Guideline

You will be required to complete at least 80% of the course content and any 3 of the mandatory projects within 90 days of Class Commencement to be eligible for the certificate. All the above requirements need to be met within the deadline of the course to be eligible for the certificate from CloudxLab.

Prerequisites

The basics of Python are required for the course, but if you have no prior knowledge, don't worry, as we provide you with self-paced content on Python to make you course-ready.

Scholarships

    1. 15% Scholarships are available for students, unemployed, women from STEM background and CloudxLab Alumni

PS: To avail the scholarship please mail us at reachus@cloudxlab.com and only one scholarship applicable per learner

Early Bird Price

No Cost EMI at

249 299 /Month

  • 2 Months Program
  • Online Instructor Led Training
  • 60 Days of Online Lab Access
  • Cohort Starting 28 April
  • 24*7 Support
  • Registration Deadline 28th April
  • Certificate from CloudxLab
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Testimonials

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