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PyTorch Training in Pallikaranai, Chennai

PyTorch is one of the Deeplearning framework increase in usage of industry. unless TensorFlow, PyTorch has rich ecosystem libraries and tools for to support develpment.

PyTorch ECOSYSTEM

1 Captum - Model Interpretability libraries for PyTorch. Using Captum to understand which of the features were most important and how the network reached its prediction.
2Glow - Glow is a machine learning compiler that accelerates the performance of deep learning frameworks on different hardware
3PyText - Deep-learning based NLP modeling framework built on PyTorch.
4PyG - PyTorch Geometric - New field of machine learning that can learn from complex and irregular data like graph, point clouds,manifolds and multi-dimensional points.
5 Skorch - A libraries for scikit-learn lovers. skorch is a wrapper to use sklearn on PyTorch.
6 Torchbearer - A model fitting libraries. Can use torchbearer to train over multiple nodes. Aim is to dramatically reduce the amount of boilerplate code.

DeepLearning With PyTorch - Training Syllabus

Module 1 – Introduction to Deep Learning and PyTorch

Discover the basic concepts of deep learning
Implement a neural network in NumPy
live project : Build a neural network to predict students admissions
PyTorch - How its changing the future of deep learning

Module 2 – Deep Learning with PyTorch

Build your first neural network with PyTorch
An introduction to computer vision
Hands-on : classify images of clothing
Discover the major components of PyTorch
Live project : Building Image classifier

Module 3 – Convolutional Neural Networks (CNN) in PyTorch

Exploring a Larger Dataset
Live project : Build CNN for Computer Vision application
Train your data using PyTorch
Pooling operatos and Dropouts
Problem of overfitting
Live Project : Image classification
Style Transfer - Merging Style and content from different images

Module 4 – Recurrent Neural Networks (RNN) in PyTorch

Building RNN with PyTorch
Learn RNN using NLP
Hyperparameter tuning
Live Project : Finding Next word should be

Module 5 - Natural Language Classification

Text Pre-processing
Implement RNN for text Classification
Word Embeddings
Live Project : Predict Sentiment in reviews

Module 6 - Deep Learning Deployment

How to - Deploy DL model with PyTorch
Build a chatbot
Compile network for Deployment
Production ready chatbot

S P L A S H

PyTorch Training in Pallikaranai, Chennai

PyTorch ECOSYSTEM

DeepLearning With PyTorch - Training Syllabus

Module 1 – Introduction to Deep Learning and PyTorch

Module 2 – Deep Learning with PyTorch

Module 3 – Convolutional Neural Networks (CNN) in PyTorch

Module 4 – Recurrent Neural Networks (RNN) in PyTorch

Module 5 - Natural Language Classification

Module 6 - Deep Learning Deployment