Archive

Blog on All Things Cloud Foundry

Using TensorFlow to Compose Music Like the One of Bach or The Beatles

Sophie Turol

tensorflow-summit-2017-gibbs-sampling-for-music-generation-v17

TensorFlow Dev Summit 2017 brought together deep / machine learning enthusiasts to share their experience and breakthroughs. At the session delivered by Douglas Eck of the Google Brain team, the attendees learned how TensorFlow-based Magenta project can facilitate music generation and why output evaluation is critical.

(more…)

No Comments

Deep Learning for Cybersecurity: Identifying Anomalies and Malicious Traffic

Sophie Turol

deep-learning-for-cyber-security-icon-v13

A recent webinar discussed how deep learning solutions can be applied to deliver better cybersecurity. However, things don’t always come as we expect, so there are certain difficulties to solve. Steven Hutt, a consultant in deep learning and financial risk, digs into the challenges on the way and the approaches at hand to save the day.

(more…)

No Comments

Natural Language Processing and TensorFlow Implementation Across Industries

Sophie Turol

tensorflow-for-improving-train-arrival-prediction-v1

Being in the limelight of machine learning, TensorFlow has been widely used to address the needs of finance, healthcare, manufacturing, custom services, and many other industries.

At the recent meetup in Madrid, the speakers recalled the outstanding use cases of TensorFlow adoption and overviewed how the library and the related tools can be applied to natural language processing.

(more…)

No Comments

Optical Character Recognition Using One-Shot Learning, RNN, and TensorFlow

Sophie Turol

one-shot-attention-mechanism-reccurent-neural-networks-icon-v333

Optical character recognition (OCR) drives the conversion of typed, handwritten, or printed symbols into machine-encoded text. However, the OCR process brings the need to eliminate possible errors, while extracting only valuable data from ever-growing amount of it.

At the recent TensorFlow meetup, the attendees learnt how employing the one-shot attention mechanism for token extraction in Keras using TensorFlow as a back end can help out. In addition, the meetup discussed how to enable multilingual neural machine translation with TensorFlow.

(more…)

No Comments

Enabling Multilingual Neural Machine Translation with TensorFlow

Sophie Turol

brain-neural-machine-translation-model-architecture-v777

The TensorFlow ecosystem offers an array of software patterns that can add value to a AI-based project. The question is to identify the one that will work.

At the recent TensorFlow meetup, attendees learnt about some distinct patterns to use, as well as found out how to contribute one of their own. Furthermore, an engineer of the Google Brain team explored how to improve conventional machine translation with TensorFlow.

(more…)

2 Comments

TensorFlow for Manufacturers: Building a 3D Rendering Engine

Sophie Turol

building-a-rendering-engine-with-tensorflow-polygonization-v26

Machine learning marches its way into a more and more broader pool of industries. The capabilities of TensorFlow are applied to an array of tasks from predicting wildfires to generating content.

At the recent meetup in San Francisco, the attendees learnt what pitfalls may come up when developing a rendering image and how TensorFlow helps out. In addition, the speaker from Autodesk exemplified how the company employs TensorFlow to categorize 3D data, enable robots to assemble structures, etc.

(more…)

No Comments

Using Machine Learning and TensorFlow to Recognize Traffic Signs

Sophie Turol

traffic-sign-recognition-with-tensorflow-v12

This time, TensorFlow meetup in Silicon Valley offered the attendees a practical session aimed at enabling a neural network to classify traffic signs. With machine learning, the solution can be applied to recognize signs right on the go while driving in a car.

(more…)

No Comments

The Diversity of TensorFlow: Wrappers, GPUs, Generative Adversarial Networks, etc.

Sophie Turol

deep-convolutional-generative-adversarial-networks-v2

Enjoying its popularity, TensorFlow is now used in a variety of areas (e.g., to style images or automate cucumber sorting). At the recent meetup in Paris, attendees learnt a number of TensorFlow use cases and related deep learning tools, as well as got familiar with generative adversarial networks.

(more…)

No Comments

Analyzing Text and Generating Content with Neural Networks and TensorFlow

Sophie Turol

tensorflow-meetup-denver-2016

Can convolutional neural networks, typically used for image processing, accelerate text processing? Where do word embeddings come in here to help? How to generate unique content by using TensorFlow? This blog post explores these questions as discussed at the recent TensorFlow meetup in Denver.

(more…)

No Comments

Machine Learning for Automating a Customer Service: Chatbots and Neural Networks

Sophie Turol

munich_tensorflow_meetup

How artificial intelligence and chatbots can drive the future? What are the hidden errors when training a neural network and how to cope with them? The answers to these questions were provided at the recent TensorFlow meetup in Munich.

(more…)

No Comments

Next Page »

Benchmarks and Research

Subscribe to new posts

Get new posts right in your inbox!