Apache SINGA Training Course and Workshop in Bangalore, Mysore, Chennai, Hyderabad, Pune, Mumbai, Delhi, Noida, Gurgaon, Kolkata

SINGA is a general distributed deep learning platform for training big deep learning models over large datasets. It is designed with an intuitive programming model based on the layer abstraction. A variety of popular deep learning models are supported, namely feed-forward models including convolutional neural networks (CNN), energy models like restricted Boltzmann machine (RBM), and recurrent neural networks (RNN).

In Apache SINGA training course, you will learn to apply deep learning algorithms like CNN, RBM, and RNN with Apache SINGA

By attending Apache SINGA workshop, delegates will learn to:

Understand SINGA’s structure and deployment mechanisms
Be able to carry out installation / production environment / architecture tasks and configuration
Be able to assess code quality, perform debugging, monitoring
Be able to implement advanced production like training models, embedding terms, building graphs and logging

Researchers, Engineers and Developers seeking to utilize Apache SINGA as a deep learning framework.

Quick Start

Training on a Single Node
Preparing data and job configuration
Training without parallelism
Asynchronous parallel training
Synchronous parallel training
Training in a Cluster
Starting Zookeeper
Training with GPUS

Programming

NeuralNet

Layer
Param

TrainOneBatch
Updater

Distributed Training

Data Preparation

Data-Loading and fetching data batches
Image Tool-Utility model for image augmentation

Training Linear Regression

Generating Training Data
Training via SGD

Training Multi-layer Perceptron (MLP)

Creating MLP Model
Training the model
Training convolutional neural network (CNN)
Data Preparation
Creating CNN Model
Initializing the Parameters
Setting up the optimizer and tensors
Conducting SGD
Saving and Loading the model
Prediction & Debugging

Train Char-Recurrent Neural Network (RNN)

Dataset Pre-processing
Creating the network
Conducting SGD
Checkpoint
Sample

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Apache SINGA

COURSE AGENDA

Introduction

Installation