Natural language processing is an umbrella term for several tasks, common tasks include document-classification, machine translation, and named-entity-recognition. Deep learning methods had revolutionized the NLP field, breaking state-of-the-art benchmarks in all of these fields. This workshop would focus on the named-entity-recognition (NER) with deep learning methods. The workshop is hands-on, meaning that participants are required to bring their own laptop with all the requirements installed. Python proficiency is assumed, and machine-learning background is a big plus.
Deep Learning A-Z™: Hands-On Artificial Neural Networks
Complete Guide to TensorFlow for Deep Learning with Python
Machine Learning, Data Science and Deep Learning with Python
PyTorch for Deep Learning and Computer Vision
Machine Learning with Python, Jupyter, KSQL and TensorFlow
Python and HDFS for Machine Learning
Emojify - Create your own emoji with Deep Learning. We will classify human facial expressions to filter and map corresponding emojis or avatars.
Project walk-through on Convolution neural networks using transfer learning. From 2 years of my master’s degree, I found that the best way to learn concepts is by doing the projects.
Deep Learning with Python tutorial will help you understand what is deep learning, applications of deep learning, what is a neural network, biological versus artificial neural networks, activation functions, cost function, how neural networks work, and what gradient descent is. Finally, we'll code a neural network in Python using TensorFlow.
PyTorch for Deep Learning | Data Science | Machine Learning | Python. PyTorch is a library in Python which provides tools to build deep learning models. What python does for programming PyTorch does for deep learning. Python is a very flexible language for programming and just like python, the PyTorch library provides flexible tools for deep learning.
In this video, Deep Learning Tutorial with Python | Machine Learning with Neural Networks Explained, Frank Kane helps de-mystify the world of deep learning and artificial neural networks with Python!