Learn BIGDL with Real Code Examples

Understand Apache Spark basics

Learn BigDL model definition APIs

Practice distributed training on Spark

Integrate BigDL models with Spark ML pipelines

Deploy inference pipelines on clusters

Week 1: Local Spark + small datasets

Week 2: Build and train simple BigDL models

Week 3: Distributed training on multi-node cluster

Week 4: Integrate with Spark ML pipelines and streaming

Week 5: Deploy and monitor inference pipelines

What is BigDL and how does it integrate with Spark?

How do you train a CNN using BigDL on a cluster?

Explain how BigDL handles distributed model training

What are the advantages of using BigDL over standalone TensorFlow?

How do you deploy BigDL models for real-time inference?

NNModel = neural network definition

Optimizer = training handler

RDD/DataFrame = distributed dataset

Module = network layer/block

Pipeline = BigDL integrated with Spark ML pipeline

Deep Learning with BigDL

Distributed Deep Learning on Spark

Hands-On BigDL for Large-Scale AI

Big Data AI with BigDL

BigDL Cookbook: Distributed Deep Learning

BigDL official tutorials

PySpark + BigDL example notebooks

Intel AI Analytics Toolkit demos

YouTube walkthroughs for distributed training

Hands-on exercises with sample datasets

https://bigdl.readthedocs.io/

https://github.com/intel-analytics/BigDL

BigDL GitHub repository

StackOverflow BigDL tag

Apache Spark community forums

Intel AI community discussions

Online AI/Big Data blogs and tutorials

BigDL GitHub repository

Intel AI Analytics Toolkit community

StackOverflow BigDL tag

Apache Spark forums for integration questions

Intel AI open-source Slack/Discord groups