Hands-on Generative AI Course

Learn, Build, Deploy and Apply Generative AI

7 Weeks Course

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Hands-on Generative AI Course

Week 1

Foundations of Generative AI

Introduction to AI
Mathematical Foundations for AI
Probability, Statistics, and Linear Algebra
Basics of Neural Networks
Gradient Descent and Optimization Basics
Architectures: Feedforward, RNN, and CNN
Mini Project - Build a Simple Neural Network Using TensorFlow
Mini Project - Train an Autoencoder on the MNIST Dataset

Week 2

Deep Generative Models

Discriminative and Generative models
Generative Adversarial Networks (GANs)
Variational Autoencoders (VAEs)
Probabilistic Data Generation Using VAEs
Four Mini Projects using TensorFlow
Metrics Visualization using TensorBoard
Mini Project - Implement a GAN to Generate Handwritten Digits
Mini Project - Train a VAE to Generate Faces Using the CelebA Dataset

Week 3

Transformers and Large Language Models

RNN, LSTM
Transformers Architecture
Attention Mechanism: Self-Attention and Positional Encoding
Major Project - Code Transformer from scratch
Encoder-Decoder Framework
Pretraining objectives: MLM, CLM
GPT, BERT
Mini Project - Sentiment Analysis Using BERT

Week 4

Fine-Tuning, LangChain, LangGraph

Pretraining and Fine-Tuning
LoRA, QLoRA
Hugging Face
Fine-tuning for Tasks Like Summarization, QA
LangChain Installation and Basic Setup
Overview of LangChain: Prompts, Memory, Chains, Agents
LangGraph: Nodes, State, StateGraph, Workflows
AI Agents
Mini Project - Simple Q&A Application Using LangChain

Week 5

Vector Databases, RAG

Vector Databases
ChromaDB
Applications of RAG
Building RAG Pipelines with LangChain
Building Frontend using Streamlit
Major Project - Build End to End Chatbot like ChatGPT using Streamlit, LangGraph, ChromaDB, WebSearch Tools, Memory with LLMs
Project - Build an App using Streamlit for Image Generation, Image Caption Generation, Video Caption Generation

Week 6

Trending Topics

MCP - Model Context Protocol
Ollama
Projects - Fine-Tuning using Unsloth
Mixture of Experts
Chain of Thoughts
Deepseek Architecture

Week 7

Projects, Trending Topics

Distillation
Diffusion Models
Vision Transformers
Multimodal Models
CLIP
Prompt Engineering

Testimonials

We've a large community of talents

Voices of Delight: Discover what our students say about their learning journey. Real stories, real satisfaction—explore testimonials that reflect the quality, dedication, and excellence we strive to deliver.

Sahitya Raj A

Sahitya Raj A

Co-founder

Sreeal Technologies

I attended Educosys live Generative AI online course, and despite not being a beginner in the field, I found it incredibly valuable for learners at all levels. The curriculum was well-structured, covering everything from basic neural networks to advanced frameworks and architectures. One of the highlights was the transformer architecture, which was covered in remarkable depth with absolute clarity—no confusion, just a seamless understanding of self-attention, positional encoding, and how these models scale. And the way Keerti delivered it leaves a lasting impact—truly unmatched and unforgettable! Beyond the structured content, they also stretched beyond to cover the absolute latest - DeepSeek. Concepts that once felt intimidating now feel second nature. An added bonus was the notes, which removed the overhead of excessive note-taking and allowed for more focused learning. The balance between theory and hands-on learning was perfect, making it easy to apply new knowledge in real-world projects. By the end of the course, I feel a significant boost in my confidence—whether at work, workshops, meetups, discussions, projects, or analyzing cutting-edge AI advancements. This course is truly for everyone, whether you’re getting started or deepening your expertise in Generative AI. Highly recommended! Kudos to Keerthi and Amit for their incredible efforts in designing and delivering this course so beautifully, and for the vast amount of knowledge they have gathered and shared with us!

Gowtamy Reddy Godhala

Gowtamy Reddy Godhala

Machine learning Intern

Once the trend of AI started, I decided to build everything from scratch in AI. I began with Andrew Ng’s videos on YouTube, which were great, they covered machine learning algorithms well. But then I felt overwhelmed with deep learning. I started looking for simple videos that could help me truly understand deep learning and LLMs. That’s when I came across your YouTube video, Introduction to Machine Learning. I felt so happy and amazed, what took me almost a month to understand about supervised ML algorithms, you explained so clearly in just 23 minutes. After that, I was eagerly waiting for your next ML video. Then I found out that a Generative AI course was coming, and I was super excited and registered immediately. The course went far beyond my expectations. I was truly amazed by the difference before and after the course—I can now understand algorithms, transformer architecture, and ChatGPT in much more depth. And the most enjoyable part? The projects! I still can’t believe we built 10 hands-on projects—wow! I also loved the community this course created. The interactive nature, and the way Amit and the Educosys team responded to questions in the chat, was just amazing. I’d highly recommend this course to anyone who wants to work with LLMs in their workplace. I was especially impressed by how Keerti explained complex architectures in a way that’s easy to understand. She repeated key concepts and made sure everyone was following before moving on. She's such a dedicated teacher, and the whole team was incredibly supportive throughout.

Ashish Upreti

Ashish Upreti

Lead SDE

Intel

I really enjoyed the GenAI course. Coming from someone with zero knowledge on the topic, after seven weeks, I'm able to understand the magic behind GenAI. I also liked the quality of the content and how you broke down such a complex topic for easy understanding. I appreciate your patience and eagerness to clarify all the doubts. I have already enrolled in the LLD and HLD courses and am looking forward to it.

Sathish Krishna

Sathish Krishna

Business Enterprise Architect

IBM

Generative AI has been so much helpful for me in my job and my research, that this course has given me a breadth and depth of the fundamentals of every topic that we have been hearing in the trends of Computing Domain. Keerti has thought this course in a wonderful way that I can slice and dice the complexity to understand the reasoning behind each concept. I recommend this course to everyone. Kudos to Keerti and her entire team.

Raman Sharma

Raman Sharma

Principal Software Engineer

Oracle

I found the course very helpful and well structured. It started with the very basics of neural networks, it even touched upon the maths to get a proper understanding of what's going on under the hood. Gradually progressing towards more advanced models like CNN, RNN, and then transformers was done in a steady and helpful way. The intuitions Keerti provided were very useful and make a lasting impression in your mind regarding the topic. I haven't found such intuitions and easy to understand explanations elsewhere. Taking this course has increased my confidence towards GenAI and it has given me a solid platform from where I can read more AI related blogs, whitepapers, etc. without feeling overwhelmed. It has even helped me demonstrate a POC within my team that was well received. I recommend this course to anyone starting out with GenAI

Sudarshan Suresh Srikant

Sudarshan Suresh Srikant

Software Engineer

Ciena

Kudos to the Educosys team and thanks to Keerti for making learning AI/ML easy. Starting from the basics upto advanced level with most up to date AI developments, the course instilled me with great confidence in approaching problems that could be solved with AI. Every minute detail with code was covered in-depth. I would definitely recommend taking up this course.

Syed I

Syed I

Information Security Officer

Form3

A real game changer of a course especially when it comes to real world applications. Keerti is an amazing mentor and gets to the crux of the learning without any frills. Highly recommend.

Ruthira Sekar

Ruthira Sekar

I'm Database developer/DBA, Completing the Generative AI course was an insightful experience, deepening my knowledge of Machine Learning. Keerti’s passion for teaching made complex topics easy to grasp. I highly recommend this course to anyone interested in AI and ML!

Raghavi Ramamoorthy

Raghavi Ramamoorthy

Software Engineer in Test

Warner Bros

Thanks again for the amazing course, it went by so fast and it was highly beneficial. Looking forward to exploring more ML in my current job role. Topics were well curated covering enough basics to get the confidence to explore independently.

Abhijit Mone

Abhijit Mone

SDE

Mentorgain

I'm Database developer/DBA, Completing the Generative AI course was an insightful experience, deepening my knowledge of Machine Learning. Keerti’s passion for teaching made complex topics easy to grasp. I highly recommend this course to anyone interested in AI and ML!

RaviKumar Verma

RaviKumar Verma

Senior Software Engineer

Keysight Technologies

I really liked the course content and the guidance provided by Educosys. The material was practical, well-structured, and offered real-life, hands-on experience. It covered all the relevant topics needed to get started with Generative AI. I would definitely recommend it to anyone looking to build a strong foundation in this area.

Manika Kaushik

Manika Kaushik

Senior Software Engineer

Optum-United HealthGroup

Keerti explains everything in such simple and creative manner, even difficult and huge topics became easy to understand.

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