AI in Business
Notes
Introduction to AI In Business
Using AI and ML in Business
https://github.com/nscalo/ai-in-business/blob/main/Notes/Introduction-to-AI-in-Business/Using-AI-and-ML-in-Business/notes.md
Answering Questions with Data
Improve Search results
ML relies on relevant and large enough data source
Return relevant results
Tailored to individual preferences
Intuitively start thinking about what you need to solve the tasks
Building a Dataset
Training and Evaluating a Model
Overview of Modeling
Training Data
Model Evaluation
Transfer Learning and Automated ML Models act as framework
Single Neural network (NN) consists of series of computational layers
Specialised nodes within a NN perform various computations
Uncertainty is Good for neural Networks to learn
Backpropagation & Updating the Weights of a Network
Machine Learning Pipeline
Data Ingestion
Data Cleaning & Transformation
Model Training # Model Selection
Testing & Validation # Model Selection
Deployment
AI Approach
Start with Business problem and not Data