Syllabus of the Course
01: Overview to Generative AI
- Overview of Generative Al
- Historical Context and Evolution
- Basic machine learning: supervised, unsupervised, and reinforcement learning
- Introduction to Deep Learning and Neural Networks
02: Foundational Concept of AI
- Supervised learning
- Naive Bayes Classifier
- K Nearest Neighbor Classifier
- Decision Tree Classifier
- Support Vector Machine (SVM Classifier)
- Logistic Regression Classifier
- Linear Regression
- Lasso & Ridge Regression
- Unsupervised Learning
03: Introduction to Deep Learning and Neural Network
- Deep learning
- Basics of Neuron
- Neural Networks
- Types of Neural Networks
- Types of Architecture in Deep Neural Networks
- Practical coding implementation using neural networks
- Creating different types of architecture
04: Introduction to Generative AI
- Introduction to Generative Al
- Self Attention models
- Single head self attention model
- Multi-head self attention model
- Transformers
- Positional Encoding
05: Famous LLM Models and its Architecture
- Chat GPT-2
- Chat GPT-3
06: Creating Small scale chatGPT model for language translation
- Gathering data
- Data transformation – embedding and positional encoding
- Creating neural networks
- Encoder-Decoder Architecture
- Custom Functions to improve our GPT model
- Model Testing
07: Creating a Text Summarizer like Quilbot
- Creating a Text Summarizer
- Testing Text Summarizer
08: Future Of Artificial Intelligence
- Future Of AI
Best Generative AI and ChatGPT Course in 2024
Hey everyone, we’ve got some exciting news to share! w3wiki is diving into the world of Generative AI. But what’s that, you ask? Well, it’s all about teaching computers to be creative like humans. They can make things like pictures, stories, and even music!
In today’s world, we use a lot of data to make decisions. That’s where Generative AI comes in handy. It helps us make new stuff based on the data we have. Let’s say you want to create a new character for a game, but you’re not sure how it should look. Generative AI can help by generating different designs based on existing characters. Pretty cool, right?