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Roadmap Data Scientist
14 Week Roadmap For Data Scientists
Introduction
Week 1: Platform & Pipeline Design
Week 2: Docker Fundamentals
Week 3: Relational Data Modeling
Week 4: Working & Designing APIs
Week 5 & 6: ML and Containerization on AWS
Week 7: ETL & CI/CD on AWS
Week 8: Building a Lakehouse on AWS or GCP
Week 9: Orchestrate Your Processes with Airflow
Week 10: Pre-Process Data With Apache Spark
Week 11-13: Build a Streaming Pipeline on AWS, Azure or GCP
Week 14: Write & Analyze Training Logs With Elasticsearch
What's next:
Week 5 & 6: ML and Containerization on AWS
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