Tag Archives: Python

Unknown's avatar Rick's Cafe AI 12:33 pm on June 24, 2020
Tags: , Python   

Turning any CNN image classifier into an object detector with Keras, TensorFlow, and OpenCV

In this tutorial, you will learn how to take any pre-trained deep learning image classifier and turn it into an object detector using Keras, TensorFlow, and OpenCV.

Today, we’re starting a four-part series on deep learning and object detection:

  • Part 1: Turning any deep learning image classifier into an object detector with Keras and TensorFlow (today’s post)
  • Part 2: OpenCV Selective Search for Object Detection
  • Part 3: Region proposal for object detection with OpenCV, Keras, and TensorFlow
  • Part 4: R-CNN object detection with Keras and TensorFlow

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#image-recognition, #python
Unknown's avatar Rick's Cafe AI 1:40 pm on June 18, 2020
Tags: , , Python   

Simple Question Answering (QA) Systems That Use Text Similarity Detection in Python

How exactly are smart algorithms able to engage and communicate with us like humans? The answer lies in Question Answering systems that are built on a foundation of Machine Learning and Natural Language Processing. Let’s build one here.

Artificial Intelligence (AI) is no longer an abstract idea that conjures up images from sci-fi movies. Today, AI has evolved considerably, and it’s now able to recognize speech, make decisions, and work alongside humans to complete tasks at a larger scale.

So instead of robots that are trying to take over the planet, we think about Alexa, Siri, or a customer service chatbot. But how exactly are these smart algorithms able to engage and communicate with us like humans?  Read More

#chatbots, #nlp, #python
Unknown's avatar Rick's Cafe AI 11:49 am on March 25, 2020
Tags: , Python   

Stanza: A Python Natural Language Processing Toolkit for Many Human Languages

We introduce Stanza, an open-source Python natural language processing toolkit supporting 66 human languages. Compared to existing widely used toolkits, Stanza features a language-agnostic fully neural pipeline for text analysis, including tokenization, multiword token expansion, lemmatization, part-of speech and morphological feature tagging, dependency parsing, and named entity recognition. We have trained Stanza on a total of 112 datasets, including the Universal Dependencies treebanks and other multilingual corpora, and show that the same neural architecture
generalizes well and achieves competitive performance on all languages tested. Additionally, Stanza includes a native Python interface to the widely used Java Stanford CoreNLP software, which further extends its functionalities to cover other tasks such as coreference resolution and relation extraction. Read More

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#nlp, #python
Unknown's avatar Rick's Cafe AI 11:35 am on March 25, 2020
Tags: Python,   

Massively Scaling Reinforcement Learning with SEED RL

Reinforcement learning (RL) has seen impressive advances over the last few years as demonstrated by the recent success in solving games such as Go and Dota 2. Models, or agents, learn by exploring an environment, such as a game, while optimizing for specified goals. However, current RL techniques require increasingly large amounts of training to successfully learn even simple games, which makes iterating research and product ideas computationally expensive and time consuming. Read More

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#python, #reinforcement-learning
Unknown's avatar Rick's Cafe AI 1:31 pm on March 24, 2020
Tags: Python   

Dataviz Covid-19 Dashboard

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#python