Explore hands-on Ml pipeline orchestration labs with real cloud environments
Fine-tune a transformer-based LLM on the CNN/DailyMail dataset for text summarization. Preprocess data, configure training, evaluate using ROUGE and BLEU metrics, and generate high-quality abstractive summaries.
Audit, fix, and stabilize a hastily deployed Airflow platform provisioned by Terraform. Resolve IaC defects, correct DAG templates, enforce idempotent execution, and ensure the LocalExecutor configuration for production reliability.
Build a production-grade Retrieval-Augmented Generation pipeline using LangChain, vector databases, and an open-source LLM to answer enterprise knowledge base queries with grounded, accurate responses.