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LinkedIn Learning

Introduction to Artificial Intelligence

via LinkedIn Learning

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Overview

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Get an overview of some of the latest tools and techniques in predictive and generative artificial intelligence (AI).

Syllabus

Introduction
  • Why you need to know about artificial intelligence
1. What Is Artificial Intelligence?
  • Define general intelligence
  • The general problem-solver
  • Strong vs. weak AI
2. Popular Uses for Artificial Intelligence
  • Predictive AI
  • Generative AI
3. The Rise of Machine Learning
  • Machine learning
  • Artificial neural networks
4. Common AI Systems
  • Searching for patterns in data
  • Robotics
  • Natural language processing
  • The internet of things
  • Generative systems
5. Learn from Data
  • Labeled and unlabeled data
  • Massive datasets
  • Data models
6. Identify Patterns
  • Classify data
  • Cluster data
  • Reinforcement learning
7. Machine Learning Algorithms
  • Common algorithms
  • K-nearest neighbor
  • K-means clustering
  • Regression
  • Naive Bayes
8. Fit the Algorithm
  • Select the best algorithm
  • Follow the data
  • Overfitting and underfitting
9. Artificial Neural Networks
  • Build a neural network
  • Weighing the connections
  • The activation bias
10. Improve Accuracy
  • Learning from mistakes
  • Step through the network
11. The Rise of Generative AI
  • Self-supervised learning
  • Foundation models
  • Large language models (LLM)
  • Image diffusion models
12. Generative AI Architecture
  • Generative adversarial networks (GAN)
  • Variational autoencoder (VAE)
  • Transformers
13. Ethical and Legal Challenges
  • The alignment problem
  • Decision traceability
  • Copyright challenges
  • Privacy concerns
14. Where to Go from Here
  • Using AI systems
  • Applying AI to solve problems

Taught by

Doug Rose

Reviews

4.6 rating, based on 5 Class Central reviews

4.6 rating at LinkedIn Learning based on 14395 ratings

Start your review of Introduction to Artificial Intelligence

  • Luziasilva67@yahoo.com.br
    1
    Curso importante para quem deseja seguir na carreira digital. Como mestra em educação pretendo avançar estudando e entendido como funciona a neurociência da computação com a inteligência artificial, grata pelo curso gratuito.
  • Profile image for Saniya Mulla
    Saniya Mulla
    i like it .i learn new and interesting things.I found this AI and Machine Learning course to be highly informative and well-structured. The concepts of both artificial intelligence and machine learning were explained in a clear, step-by-step manner,…
  • The class was very helpful I enjoyed it and learnt more in it Thanks for everyone who are providing courses for free
  • Hérbert Caboco
    Quero antes agradecer pela oportunidade de fazer esse curso, você pode aprender o básico sobre inteligência artificial.
    Recomendo as outros alunos a fazerem esse curso também, para mais conhecimento e enriquecimento da nossa carreira.
  • Profile image for SUMESH NK
    SUMESH NK
    The course is good and effective to learn something .It is very useful for my studies.
    I get a knowledge of Artificial intelligence

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