DellEMC Ready Solution for Aritificial Intelligence - Machine Learning with Hadoop - Jumpstart Kit

Go HERE to download and build the DellEMC customized engine for BigDL on Cloudera Data Science Workbench

Deployment Validation

Validate your CDSW working environment Validation Test

Download the frozen model files for examples from the workbench terminal access menu:

wget https://github.com/dell-ai-engineering/BigDL4CDSW/releases/download/1.0/bigdl_resnet-50_imagenet_0.4.0.model -P 2_deeplearning/resources/
wget https://github.com/dell-ai-engineering/BigDL4CDSW/releases/download/1.0/inception_v3_2016_08_28_frozen.pb -P 2_deeplearning/resources/frozen_models/

Spark Basics

1. Spark RDD

2. Spark Dataframe

3. Spark SQL

Deep Learning with BigDL

We use BigDL to run through mnist dataset using different models for each one and generate metrics allowing tensorbaord to view them

1. Logistic Regression

2. Feedforward Neural Network

3. Convolutional Neural Network

4. Recurrent Neural Network

5. Bidirectional Recurrent Neural Network

6. LSTM

7. Auto-encoder

BigDL Features

1. Visualization

2. Quantization

References :

1. DellEMC Ready Bundle For Machine Learning

2. Cloudera Data Science Workbench Documentation

3. Intel BigDL Documnentation

4. ChestXNet Original Paper