2023-03

ICT技術:ICT Technology

IA (Intelligence Augmentation) overviews and its application cases

Intelligence Augmentation used for digital transformation, artificial intelligence, and machine learning tasks and its application examples (application examples in the agriculture sector, transportation sector, energy sector, defense sector application examples, application examples in the financial industry, application examples in the manufacturing industry, application examples in the educational domain, application examples in the medical domain, perception, understanding, judgment, decision, learning, problem solving, creativity, capability, complementation, amplification)
アルゴリズム:Algorithms

Protected: Explainable Artificial Intelligence (14)Model Independent Interpretation (Scoped Rules (Anchors))

Model-independent interpretation with Anchor as explainable machine learning leveraged for digital transformation, artificial intelligence, and machine learningtasks Python, anchor, Alibi, Java, Anchors, BatchSAR, tabular data, Multi-Armed Bandit, KL-LUCB, reinforcement learning, graph search algorithms, LIME
アルゴリズム:Algorithms

Protected: Applying Neural Networks to Reinforcement Learning Applying Deep Learning to Strategy:Advanced Actor Critic (A2C)

Application of Neural Networks to Reinforcement Learning for Digital Transformation, Artificial Intelligence, and Machine Learning tasks Implementation of Advanced Actor Critic (A2C) applying deep learning to strategies (Policy Gradient method, Q-learning, Gumbel Max Trix, A3C (Asynchronous Advantage Actor Critic))
Clojure

Protected: Implementation of recommendation algorithm using Clojure/Mahout

Implementation of recommendation algorithms using Clojure/Mahout for digital transformation, artificial intelligence, and machine learning tasks information retrieval statistics, precision, recall, DCG, IDCG, Ideal Discounted Cumulative Gain, Discounted Cumulative Gain, Discounted Cumulative Gain, fall-out, F-measure, harmonic mean, RMSE, k-nearest neighbor method, Pearson correlation, Spearman's rank correlation coefficient, Pearson correlation similarity, similarity measure Jaccard distance, Euclidean distance, cosine distance, pairwise differences, item-based, user-based
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