certified artificial specialist
Module 2: Advanced Artificial Intelligence
This eLearning Study Kit provides on-line and off-line access to course materials for self-paced study of Module 2: Advanced 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
– Data Wrangling Patterns for Preparing Data for Neural Network Input
– Feature Encoding for Converting Categorical Features
– Feature Imputation for Inferring Feature Values
– Feature Scaling for Training Datasets with Broad Features
– Text Representation for Converting Data while Preserving Semantic and Syntactic Properties
– Dimensionality Reduction to Reduce Feature Space for Neural Network Input
– Supervised Learning Patterns for Training Neural Network Models
– Supervised Network Configuration for Establishing the Number of Neurons in Network Layers
– Image Identification for using a Convolutional Neural Network
– Sequence Identification for using a Long Short Term Memory Neural Network
– Unsupervised Learning Patterns for Training Neural Network Models
– Pattern Identification for Visually Identifying Patterns via a Self Organizing Map
– Content Filtering for Generating Recommendations
– Model Evaluation Patterns for Measuring Neural Network Performance
– Training Performance Evaluation for Assessing Neural Network Performance
– Prediction Performance Evaluation for Predicting Neural Network Performance in Production
– Baseline Modeling for Assessing and Comparing Complex Neural Networks
– Model Optimization Patterns for Refining and Adapting Neural Networks
– Overfitting Avoidance for Tuning a Neural Network
– Frequent Model Retraining for Keeping a Neural Network in Synch with Current Data
– Transfer Learning for Accelerating Neural Network Training
Certification or Training
For Training Only
This module is part of the Certified Artifical Intelligence 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 Certified Artifical Intelligence 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.