Hands-On Generative AI

7 Weeks LIVE Hands-on Generative AI Course

• Recordings available for lifetime
• Starts on 18th February
• Live classes on Tue, Wed, Thurs - 9PM-11PM
• Get Access to all Upcoming Live Batches of the course

Curriculum

Week 1 - Foundations of Generative AI

• Introduction to AI
• Discriminative and Generative models
• Mathematical Foundations for AI
• Probability, Statistics, and Linear Algebra
• Gradient Descent and Optimization Basics
• Basics of Neural Networks
• Architectures: Feedforward, RNN, and CNN
• Mini Project 1 - Build a Simple Neural Network Using TensorFlow
• Mini Project 2 - Train an Autoencoder on the MNIST Dataset

Week 2 - Deep Generative Models

• Generative Adversarial Networks (GANs)
• DCGAN and StyleGAN
• Variational Autoencoders (VAEs)
• Probabilistic Data Generation Using VAEs
• Introduction to Diffusion Models
• Basics of DDPMs and Applications
• Mini Project 3 - Implement a GAN to Generate Handwritten Digits
• Mini Project 4 - Train a VAE to Generate Faces Using the CelebA Dataset

Week 3 - Transformers and Large Language Models

• Transformers Architecture
• Attention Mechanism: Self-Attention and Positional Encoding
• Encoder-Decoder Framework
• Pretraining and Fine-Tuning
• Pretraining objectives: MLM, CLM
• Fine-tuning for Tasks Like Summarization, QA
• GPT, BERT
• Mini Project 5 - Sentiment Analysis Using BERT

Week 4 - RAG and Hybrid Architectures

• RAG Pipeline
• Retrieval Systems: BM25, FAISS, and Elasticsearch
• Integrating retrieval with LLMs
• Applications of RAG
• Vector Databases

Week 5 - Multimodal Models and LangChain

• Vision + text models - CLIP, DALL-E
• Mini Project 6 - Train a Multimodal Model to Generate Image Captions
• Overview of LangChain: Prompts, Memory, Chains, Agents
• LangChain Installation and Basic Setup
• Mini Project 7 - Simple Q&A Application Using LangChain
• Building RAG Pipelines with LangChain

Week 6 - Projects

• Project 8 - Build a Knowledge-Aware Chatbot by Integrating an External Database with LLMs
• Project 9 - Fine-Tune an Open-Source LLM for the Financial Domain

Week 7 - Project, Extra Doubt Support

• Project 10 - Text-to-Image Generation
• Prompt Engineering
• AI Agents

 

FAQs

 

Will there be recordings of the classes?
You will have access to all class recordings. You can rewatch, revise, or attend the next batch's live classes with lifetime validity.

 

What are the prerequisites for the course?
Basics of Python, NumPy, Pandas, and Scikit. We will also provide a video for that. The only prerequisites are an Internet connection and a hunger for learning.

 

Is Machine Learning a prerequisite for the course?
All the basic fundamentals required for Generative AI will be taught in the course. You do not need prior knowledge of machine learning or AI.

 

How many projects will we work on? Can I add these to my resume?
We will work on 10 projects that you can add to your resume.

 

Is this course for freshers or experienced people?
This course is for anyone who wants to build projects and understand Generative AI. Years of experience do not matter.

 

What languages do we use to build the projects?
Python. A prerequisite video will be provided for the same.

 

How will you be able to cover so much in 7 weeks?
If you are consistent with the course, you will surprise yourself. This course will make you confident in working with trending and future-defining technologies.

 

Can I watch the classes only on the phone without a laptop?
Yes, you can watch the classes on your phone without a laptop. However, it is a hands-on course, so it is better to code as we proceed.

 

Will you provide the code?
Yes

 

Where can I ask you doubts?
The Discord community will always be active.

 

What language will the course be taught in?
Everything will be taught in English.

 

Do you have a mobile application?
We have a mobile application for both Android and iOS.

 

Can I watch the class recordings or go through notes offline?
You can download the recordings and notes on the mobile application and use them offline at your convenience.

 

Do you provide a certificate for the course?
The certificate of completion is available once the live classes are over.

 

Can I get invoices for reimbursement?
Yes, a proper invoice with GSTIN is available as soon as you enroll for the course.

 

I have more questions, how can I reach out to you?
Drop us a mail at support@educosys.com.