AI
This term refers to the ability of a machine to mimic human cognitive functions like learning and problem solving.
What is Artificial Intelligence
The ML algorithm that allows for the prediction of future continuous values with the equation of a line
What is Linear Regression
The field of mathematics that focuses on the study of matrices and vectors and is very important for AI/ML.
What is Linear Algebra
Introduced in 1970, this model became the foundation for modern database systems, emphasizing simplicity and flexibility in how data is stored and accessed.
What are Relational Databases
This programming language is widely used by the data science community
What is Python
This company was the first to publicly make generative AI available for consumers.
What is OpenAI
This type of machine learning involves the algorithm learning to predict an outcome based on labeled data.
What is Supervised Learning
The field of mathematics that is often termed as the "less-fancy way to say Machine Learning" because of how many concepts ML relies on
What is Probability & Statistics
This term, popularized in 2008, describes a professional skilled at using tools and techniques to extract insights and knowledge from data
What is Data Scientist / Analyst
The Python package allows for an easy yet powerful way to manipulate structured data
What is Pandas
This is the term that is used when an AI model is confidently incorrect.
What is Hallucinations
This technique is used for reducing the number of input variables in a dataset to make the analysis easier, still preserving most of the original information.
What is Principal Component Analysis (PCA)
this is a mathematical way to represent meaning with lines/coordinates
What is a vector
In 1970, this company developed the first commercial relational database management system, fundamentally changing how data was stored, accessed, and managed across industries.
What is IBM
The cloud-based IDE developed by Google and used by many data people who want to write code within a notebook format
What is Google Colab
The T in ChatGPT stands for this.
This machine learning model is inspired by the brain's architecture and is particularly effective in tasks like image and speech recognition.
What is a Convolutional Neural Network (CNN)
This mathematical concept is used heavily as an optimization algorithm in deep learning to improve how a model learns over time.
What is gradient descent
This statistical model, developed in the early 20th century, helps predict a binary outcome from a linear combination of predictor variables.
What is Logistic Regression
This API is built on top of Tensorflow and allows for a simple way to build and train deep learning models
What is Keras
This type of deep learning architecture is inspired by the human brain and is the basis for a lot of deep learning concepts used today.
What is a neural network
This method in machine learning is used to enhance the performance and accuracy of a model by training multiple models and then combining their predictions.
What is Ensemble Learning
The field of statistics that has allowed for many advancements within the field of AI/ML and is core to the way AI models learn today
What is Bayesian Statistics
This project, initiated in 1989, led to the creation of a global system for information exchange through hypertext links, fundamentally changing how data is shared and accessed across the internet.
What is the World Wide Web
The machine learning library developed by Meta Research in 2016
What is Pytorch