In this video, you will be building a real-time data streaming pipeline with a dataset of 7 million records. We'll utilize a powerful stack of tools and technologies, including TCP/IP Socket, Apache Spark, OpenAI Large Language Model (LLM), Kafka, and Elasticsearch.
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📚 What You'll Learn:
👉 Setting up and configuring TCP/IP for data transmission over Socket.
👉 Streaming Data With Apache Spark from Socket
👉 Realtime Sentiment Analysis with OpenAI LLM (ChatGPT)
👉 Prompt Engineering
👉 Setting up Kafka for real-time data ingestion and distribution.
👉 Using Elasticsearch for efficient data indexing and search capabilities.
✨ Timestamps: ✨
0:00 Introduction
01:10 Creating Spark Master-worker architecture with Docker
10:40 Setting up the TCP IP Socket Source Stream
23:25 Setting up Apache Spark Stream
42:56 Setting up Kafka Cluster on confluent cloud
47:12 Getting Keys for Kafka cluster and Schema Registry
1:12:53 Realtime Sentiment Analysis with OpenAI LLM (ChatGPT)
1:24:10 Setting up Elasticsearch deployment on Elastic cloud
1:30:50 Realtime Data Indexing on Elasticsearch
1:36:05 Testing and Results
1:41:50 Outro
👦🏻 My Linkedin: https://www.linkedin.com/in/yusuf-ganiyu-b90140107/
🚀 Twitter: https://twitter.com/YusufOGaniyu
📝 Medium: https://medium.com/@yusuf.ganiyu
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🔗 Useful Links and Resources:
✅ Code: https://github.com/airscholar/RealtimeStreamingEngineering
✅ Medium Article: https://medium.com/@yusuf.ganiyu/real-time-streaming-for-sentiment-analysis-with-sockets-spark-openai-kafka-and-elasticsearch-a577b35a7cb9
✅ Customer Reviews Dataset: https://www.yelp.com/dataset/
✅ Confluent Cloud Docs: https://docs.confluent.io/cloud/current/overview.html
✅ Elasticsearch Documentation: https://www.elastic.co/guide/en/elasticsearch/reference/current/index.html
✅ Docker Compose Documentation: https://docs.docker.com/compose/
✅ Apache Kafka Official Site: https://kafka.apache.org/
✅ Apache Spark Official Site: https://spark.apache.org/
✨ Tags ✨
Data Engineering, Apache Airflow, Kafka, Apache Spark, Cassandra, PostgreSQL, Zookeeper, Docker, Docker Compose, ETL Pipeline, Data Pipeline, Big Data, Streaming Data, Real-time Analytics, Kafka Connect, Spark Master, Spark Worker, Schema Registry, Control Center, Data Streaming, Real-time Data Streaming, OpenAI LLM, Elasticsearch, Data Processing, Data Analytics, TCP/IP, Streaming Solutions, Data Ingestion, Real-time Analysis, Spark Configuration, OpenAI Integration, Kafka Topics, Elasticsearch Indexing, Data Storage, Stream Processing, Machine Learning Integration
✨ Hashtags ✨
#confluent #DataEngineering #TCP #TCPIP #sockets #socketstreaming #Kafka #ApacheSpark #Docker #ETLPipeline #DataPipeline #DataStreaming #OpenAI #Elasticsearch #RealTimeData #BigData #TechTutorial #StreamingAnalytics #MachineLearning #DataFlow #SparkStreaming #DataScience #AIIntegration #RealTimeAnalytics #StreamingData #realtimestreaming #realtime