PoE AI Part 5: Real-Time Obstacle and Enemy Detection using CNNs in TensorFlow

This post is the fifth part of a series on creating an AI for the game Path of Exile © (PoE). A Deep Learning Based AI for Path of Exile: A Series Calibrating a Projection Matrix for Path of Exile PoE AI Part 3: Movement and Navigation PoE AI Part 4: Real-Time Screen Capture and […]

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Memory, Attention, Sequences

In recent years, machine intelligence has made significant progress, thanks to the rise of deep learning. Various neural network paradigms have become state-of-the-art methods across multiple fields, such as computer vision and natural language processing etc. For specific tasks, they can even surpass human-level performance, which is a striking success. In the article “Memory, attention, […]

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Deep Learning in Real Time – Inference Acceleration and Continuous Training

Introduction Deep learning is revolutionizing many areas of computer vision and natural language processing (NLP), infusing into increasingly more consumer and industrial products intelligence capabilities with the potential to impact the everyday experience of people and the standard processes of industry practices. On a high level, deep learning, similar to any automated system based on […]

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30 Years of Devotion to Natural Language Processing Based on Concepts

Recently jiqizhixin.com interviewed Mr. Qiang Dong, chief scientist of Beijing YuZhi Language Understanding Technology Co. Ltd. Dong gave a detailed presentation of their NLP technology and demoed their YuZhi NLU platform. With HowNet, a well-known common-sense knowledge base as its basic resources, YuZhi NLU Platform conducts its unique semantic analysis based on concepts rather than […]

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Deep Learning, Not AI, Most Effective Term in Job Listings

Textio: These phrases appear to be following the pattern of big data before them. As AI language has become more common in job ads, the less interesting it has become to potential job applicants. No surprise: when everyone is using the same language, no one stands out… Textio looked at a bunch of tech terms that appear to […]

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Getting individual metrics from H2O model in Python

You can get some of the individual model metrics for your model based on training and/or validation data. Here is the code snippet: Note: I am creating a test data frame to run H2O Deep Learning algorithm and then showing how to collect individual model metrics based on training and/or validation data below. import h2o […]

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PoE AI Part 4: Real-time Screen Capture and Plumbing

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Andrew Ng Unveils Deeplearning.ai – New DL Courses on Coursera

Andrew Ng, one of the top minds in deep learning, loves teaching. And so, the Stanford University professor decided to re-energize the study of AI with the August 8 launch of Deeplearning.ai, a specialized deep learning educational project he has been developing since he left Chinese search engine giant Baidu in March. Deeplearning.ai is a […]

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Adding hyper parameter to Deep Learning algorithm in H2O with Scala

Hidden layer is hyper parameter for Deep Learning algorithm in H2O and to use hidden layer setting in H2O based deep learning you should be using “_hidden” parameter to specify the hidden later as hyper parameter as below: val hyperParms = collection.immutable.HashMap(“_hidden” -> hidden_layers) Here is the code snippet in Scala to add hidden layers […]

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