Describe the basic concepts of Apache Pig and Apache Oozie in the Hadoop ecosystem. What are their primary functions and how do they fit into the big data processing workflow?

Create an Apache Pig script to solve a Longest Common Subsequence (LCS) problem using data stored in Hadoop HDFS. Additionally, describe how you would integrate this data processing with a machine learning model to predict the likelihood of sequences being similar in future data streams.