AI Project cycle Flashcards
What is ai project cycle?
step by step process to develop a an ai project to solve a problem.
types
- problem scoping
- data acquisition
- data exploration
- modelling
- evaluation
problem scoping
identifying the problem and using it in the 4w canvas
data acquisition
a method of collecting data:
surveys, web-scraping, camera, sensors, observation and API based applications
data set
collection of data in tabular format
training data set
large dataset that teaches machine learing algorithms
test datasets
datasets clearly used for testing usually a computer model.
data exploration
visualisation of acquired data in a user freindly way…
ai model
An AI model is a program that has been trained to recognize patterns
using a set of data | 2 types rule based learing based - machine learuing deep leairing
rule based learning
ai model where the developer sets rules
learning based approach
ai model where the machine learns from its own…
supervised learning
contains labelled data sets | 2 types - classification, regression
classification | regression
data is classified otbo labels | works based on cotninous data collection
unsupervised learning
contanins unlabelled datasets
clustering
algorithim that clusters the data in a pattern or a trend