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Deep Learning

How to build a custom production-ready Deep Learning Training loop in Tensorflow from scratch theaisummer.com

Published October 1, 2020 under Data Science

How to build a custom production-ready Deep Learning Training loop in Tensorflow from scratch

Training is without a doubt the most important part of developing a machine learning application. It’s when you start realizing whether or not your model is worth it, how your hyperparameters should look like and what do you need to change in your architecture. In general, most machine learning engineers spend quite some time on training, experimenting with different models, tuning their architecture and discovering the best metrics and losses for their problem.

Deep Learning, TensorFlow

Machine Learning & Deep Learning Fundamentals https://deeplizard.com/learn/playlist/PLZbbT5o_s2xq7LwI2y8_QtvuXZedL6tQU

Published May 12, 2020 under Machine Learning

This series explains concepts that are fundamental to deep learning and artificial neural networks for beginners. In addition to covering these concepts, we also show how to implement some of the concepts in code using Keras, a neural network API written in Python. We will learn about layers in an artificial neural network, activation functions, backpropagation, convolutional neural networks (CNNs), data augmentation, transfer learning and much more!

Deep Learning

How to use deep learning for data extraction from financial documents nanonets.com

Published March 24, 2020 under Neural Networks

How to use deep learning for data extraction from financial documents

If you have a relative working in the banking industry, ask the person what annoys him/her most about the job. You will surely receive an answer that is related to the task of data entry i.e. the practice of manually entering serial numbers and names from financial documents into the bank’s database.

Computer Vision, Deep Learning, Neural Network

Logo Recognition Using Machine Learning and Flask API https://heartbeat.fritz.ai/logo-recognition-ios-application-using-machine-learning-and-flask-api-aec4eff3be11

Published October 5, 2019 under Machine Learning

Comparing 5 popular neural net architectures on iOS: VGG16, ResNet50, InceptionV3, GoogleNet, and SqueezeNet using PyTorch.

Deep Learning, Neural Network, Transfer Learning

How to train a neural net to play cards apptic.me

Published September 7, 2019 under Machine Learning

In this article, we’ll use some basic machine learning methods to train a bot to play cards against me. The card game that I’m interested in is called Literature, a game similar to Go Fish.

The version of Literature that we implemented is roughly similar to the rules I linked above. Literature is played in two teams, and the teams compete to collect “sets.” A set is a collection of either A – 6 of a suit or 8 – K of a suit (7’s are not included in the game).

Deep Learning, Neural Network

Image Classification with Transfer Learning and PyTorch stackabuse.com

Published August 10, 2019 under Neural Networks

Transfer learning is a powerful technique for training deep neural networks that allows one to take knowledge learned about one deep learning problem and apply it to a different, yet similar learning problem.

Using transfer learning can dramatically speed up the rate of deployment for an app you are designing, making both the training and implementation of your deep neural network simpler and easier.

Deep Learning, Machine Learning, PyTorch, Transfer Learning

CNNs, Part 2: Training a Convolutional Neural Network victorzhou.com

Published June 10, 2019 under Machine Learning

In this post, we’re going to do a deep-dive on something most introductions to Convolutional Neural Networks (CNNs) lack: how to train a CNN, including deriving gradients, implementing backprop from scratch (using only numpy), and ultimately building a full training pipeline!

Convolutional NN, Deep Learning

Machine Learning for Beginners: An Introduction to Neural Networks victorzhou.com

Published March 9, 2019 under Neural Networks

AI, Deep Learning, Machine Learning

Faster Neural Networks Straight from JPEG uber.com

Published December 20, 2018 under Machine Learning

Deep Learning, Neural Network, Uber

How to get started with Keras, Deep Learning, and Python pyimagesearch.com

Published September 17, 2018 under Computer Vision

Deep Learning, Keras, Machine Learning

Semantic segmentation with OpenCV and deep learning pyimagesearch.com

Published September 7, 2018 under Computer Vision

Deep Learning, OpenCV

OpenCV People Counter pyimagesearch.com

Published August 18, 2018 under Computer Vision

Deep Learning, OpenCV, Python

Face recognition with OpenCV, Python, and deep learning pyimagesearch.com

Published June 19, 2018 under Machine Learning

Deep Learning, OpenCV, Python

How to build your own AlphaZero AI using Python and Keras medium.com

Published January 28, 2018 under Python

Deep Learning, Keras, Machine Learning, Neural Network

Fast and Accurate Face Tracking in Live Video with Python codemade.io

Published January 23, 2018 under Neural Networks

Deep Learning, Machine Learning, Python

Recursive Graphics, Bilinear Interpolation and Image Transformation in Python sandipanweb.wordpress.com

Published January 23, 2018 under Neural Networks

Deep Learning

Deep Learning with Python amazon.com

Published January 23, 2018 under Books

Deep Learning with Python

Deep Learning, Machine Learning, Python

Understanding and Building Generative Adversarial Networks with PyTorch becominghuman.ai

Published January 19, 2018 under Machine Learning

Data Science, Deep Learning, Python, PyTorch

Machine Learning for Intraday Stock Price Prediction: Neural Networks hardikp.com

Published October 27, 2017 under Trading

Deep Learning, Python, Trading

Deep Learning with OpenCV pyimagesearch.com

Published August 25, 2017 under Machine Learning

Deep Learning, Machine Learning, OpenCV, Python

Deep learning and machine learning cheat sheets github.com

Published June 29, 2017 under Python

Deep Learning, Machine Learning, Python

Counting Objects with Faster R-CNN softwaremill.com

Published June 16, 2017 under Python

Deep Learning, Machine Learning, Python

Python Deep Learning amazon.com

Published May 11, 2017 under Books

Python Deep Learning

Books, Deep Learning, Python

Neural Networks Tutorial – A Pathway to Deep Learning adventuresinmachinelearning.com

Published April 27, 2017 under Python

Deep Learning, Neural Network, Python

Deep Learning in 7 lines of code chatbotslife.com

Published April 27, 2017 under Machine Learning

Deep Learning, Machine Learning, Python, TensorFlow

A Guide to Deep Learning yerevann.com

Published January 17, 2017 under Machine Learning

Deep Learning, Machine Learning, Python

Tutorial: Deep Learning in PyTorch iamtrask.github.io

Published January 16, 2017 under Machine Learning

Deep Learning, Machine Learning, Python, Torch

Python Machine Learning Book Jupyter github.com

Published June 20, 2016 under Python

Deep Learning, Machine Learning, Python

Deep Learning with Theano quantstart.com

Published June 7, 2016 under Python

Deep Learning, Machine Learning, Python, Theano

Learning How To Code Neural Networks medium.com

Published January 13, 2016 under Machine Learning

Deep Learning, Machine Learning, Neural Network

Deep Learning Libraries by Language teglor.com

Published October 5, 2015 under Machine Learning

Deep Learning, Machine Learning, Python

Intro to Deep Learning with Theano and OpenDeep youtube.com

Published June 9, 2015 under Machine Learning

Deep Learning, Machine Learning, Python

Understanding Convolutions colah.github.io

Published May 20, 2015 under Data Science

Data Science, Deep Learning, Machine Learning

What is deep learning, and why should you care? radar.oreilly.com

Published May 19, 2015 under Data Science

Data Science, Deep Learning

Keras: Theano-based deep learning library keras.io

Published May 12, 2015 under Machine Learning

Deep Learning, Machine Learning, Python

Deep Learning for Natural Language Processing vimeo.com

Published May 8, 2015 under Data Science

Data Science, Deep Learning

A Full Hardware Guide to Deep Learning timdettmers.wordpress.com

Published April 28, 2015 under Machine Learning

Deep Learning, Machine Learning

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