Artificial Intelligence Specialist
Module 1: Fundamental Artificial Intelligence
This eLearning Study Kit provides on-line and off-line access to course materials for self-paced study of Module 1: Fundamental Artificial Intelligence. This is one of three eLearning Study Kits that are official exam preparation resources for Exam AI90.01: Artificial Intelligence Specialist.
The eLearning environment offers a range of features, including software-free setup, custom annotations, outline-driven navigation, custom bookmarks, multi-document viewing and full-text searching.
Topics Covered
Mind Map
– AI Business and Technology Drivers
– AI Benefits and Challenges
– Business Problem Categories Addressed by AI
– AI Types (Narrow, General, Symbolic, Non-Symbolic, etc.)
– Common AI Learning Approaches and Algorithms
– Supervised Learning, Unsupervised Learning, Continuous Learning
– Heuristic Learning, Semi-Supervised Learning, Reinforcement Learning
– Common AI Functional Designsl
– Computer Vision, Pattern Recognition
– Robotics, Natural Language Processing (NLP)
– Speech Recognition, Natural Language Understanding (NLU)
– Frictionless Integration, Fault Tolerance Model Integration
– Neural Networks, Neurons, Layers, Links, Weights
– Understanding AI Models and Training Models and Neural Networks
– Understanding how Models and Neural Networks Exist
– Loss, Hyperparameters, Learning Rate, Bias, Epoch
– Activation Functions (Sigmoid, Tanh, ReLU, Leaky RelU, Softmax, Softplus)
– Neuron Cell Types (Input, Backfed, Noisy, Hidden, Probabilistic, Spiking, Recurrent, Memory, Kernel, nvolution, Pool, Output, Match Input, etc.)
– Fundamental and Specialized Neural Network Architectures
– Perceptron, Feedforward, Deep Feedforward, AutoEncoder, Recurrent, Long/Short Term Memory
– Deep Convolutional Network, Extreme Learning Machine, Deep Residual Network
– Support Vector Machine, Kohonen Network, Hopfield Network
– Generative Adversarial Network, Liquid State Machine
– How to Build an AI System (Step-by-Step)
– Common AI System Design Principles and Common AI Project Best Practices
Certification or Training
For Training Only
This module is part of the Artificial Intelligence Specialist Certification Bundle. However, you can purchase this module for general training purposes only – without the associated prepaid Pearson VUE exam voucher. The purchase of this module gives you access to a 1 year subscription. The topics covered in this module are suitable for exam preparation in case you decided to pursue certification at a later date. You are only required to prepare for and take the exam if you are pursuing certification.
For Certification
If you are keen on obtaining a Certification, we recommend you purchase the Artifical Intelligence Specialist Certification bundle as the bundled pricing works out cheaper than buying Modules individually. The bundle includes all the 3 modules. The purchase of this bundle gives you access to a 1 year subscription.