IIRF Online > Development > Software Development Tools > Prompt Engineering > Prompt Engineering Course
Prompt Engineering Course by Edureka
Skills you will learn!
Curriculum
7 Topics
Generative AI Principles
Types of Generative Models
Applications of Generative Models
Machine Learning Algorithms with GenAI
Applications of Generative AI
Generative AI: Advantages and Disadvantages
Ethical Considerations
10 Topics
Natural Language Processing (NLP) Essentials
Text Classification
Text Preprocessing
Basic NLP Tasks
Deep Learning for NLP
Neural Networks
Backpropagation
RNN
LSTM
Deep Learning Applications in NLP
8 Topics
Basic Autoencoders
Variational Autoencoders (VAEs)
Applications in Data Compression and Generation
Basic GAN Architecture
Training GANs
Variants of GANs
DCGAN
CycleGAN
8 Topics
Exploring Language Models
Types of Language Models
Applications of Language Models
The Transformer Architecture: Attention Mechanism
Advanced Transformer Models
GPT
BERT
Applications of Transformer-based Models
7 Topics
Prompt Engineering Principles
What is Prompt Engineering?
Importance and Applications
Prompt Design Strategies
Types of Prompting
Crafting Effective Prompts
Parameter Tuning
5 Topics
LLMs and Generative AI Project Lifecycle
LLM Pre-Training and Scaling
Fine-Tuning LLMs with Specific Instructions
Efficient Fine-Tuning of Parameters
Reinforcement Learning from Human Response
6 Topics
Search Query Completion
Next Word Prediction
Word Embeddings
Transformers
Generating Text
Stacking Attention Layers
7 Topics
LangChain Foundations
Benefits of using LangChain
Using LangChain to Develop LLM Applications
Value Propositions of LangChain
Components of LangChain
Off-the-Shelf Chains in LangChain
Build and Deploy LLM-Powered Applications using LangChain
6 Topics
Understanding Retrieval-Augmented Generation (RAG)
Document Loading and Splitting
Vector Stores and Embeddings
Retrieval
Question Answering with Chatbots
Building RAG Models using LangChain
8 Topics
Cloud Computing Foundations
AWS S3
Amazon EC2 Trn1n
Amazon EC2 Inf2
Amazon Sagemaker
Amazon CodeWhisperer
Amazon Bedrock
Azure OpenAI
16 Topics
Introduction to ChatGPT
Leveraging ChatGPT for Productivity
Mastering Excel through ChatGPT
Becoming a Data Scientist using ChatGPT
Data Analysis in PowerBI with ChatGPT
Creating a Content Marketing Plan
Social Media Marketing using ChatGPT
Keyword Search and SEO using ChatGPT
Generating Content using ChatGPT
Implementing ChatGPT for Customer Service
ChatGPT for Developers
ChatGPT for Creating Programs
ChatGPT for Debugging
ChatGPT for Integrating New Features
ChatGPT for Testing
Documenting the Code with ChatGPT
5 Topics
Python Code Generation with Generative AI
Gen AI Tools for Coding
Advanced Code Optimization with ChatGPT Gen AI Tool
Coding with ChatGPT
Building an Application in Python with ChatGPT
6 Topics
LLM Performance Comparison
Perplexity
BLEU Score
Human Evaluation
Choosing the Right Metrics
Interpreting the Results
4 Topics
In-class Project: AI-Powered Text and Image Generator
Case Study: Generative AI for Personalized Learning
Case Study: Generative AI for Creative Content Generation
Case Study: Generative AI for Business
10 Topics
Artificial Intelligence Essentials
Disciplines of AI
Types of AI
Machine Learning Fundamentals
Predictive ML Models
ML Algorithms: Deep Dive
Supervised Learning
Unsupervised Learning
Semi-Supervised Learning
Reinforcement Learning
6 Topics
Hugging Face Transformers
OpenAI GPT3 API
Google Cloud AI Platform
MidJourney
DALL E-2
Google Bard
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