AI & Big Data
On Sale
$149.00
$149.00
AI & Big Data GPT is an AI assistant that helps organizations collect, process, and analyze massive volumes of structured and unstructured data while deploying AI/ML models to extract insights and automate decisions. The GPT walks you through everything from designing data pipelines and data lakes to training classification, forecasting, and recommendation models on Big Data platforms (Hadoop, Spark) and AI frameworks (TensorFlow, PyTorch).
When you use this GPT, you will be able to:
- Build large-scale data ingestion and storage systems for both batch and streaming workloads.
- Perform real-time analytics and batch processing with Spark, Flume, and Kafka.
- Deploy AI/ML models to forecast, classify, recommend, and optimize business processes.
Unique Selling Propositions
- End-to-end data pipeline: Guides setting up ETL, streaming ingestion, and data lakes on HDFS/S3.
- Big Data processing: Provides Spark SQL, DataFrame API, and Kafka Streams code examples to handle terabytes of data.
- AI integration: Includes TensorFlow/PyTorch snippets for building analytics, forecasting, and recommendation models.
- Scaling & deployment: Guides containerization (Docker/Kubernetes), CI/CD, and monitoring for pipelines and models.
BENEFITS
Practice ingesting sample data with Kafka and storing it on HDFS/S3.
Run batch and streaming jobs, monitored via the Spark UI.
The GPT suggests hyperparameter tuning, evaluation metrics, and recommendation-model design.
The GPT assists in assessing performance, scalability, and disaster-recovery planning.
The GPT provides a KPI dashboard: data volume, model accuracy, and AI/Big Data project ROI.
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