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Premium CourseadvancedDec 2024 Updated

Production Data Science

Data Engineering at Scale

Process Terabyte-Scale Data & Deploy Models That Ship. Move beyond the basics.

What you'll master

Master **Polars** for high-performance data manipulation (Lazy API)
Understand the Apache Arrow memory format and its impact on zero-copy data transfer
Implement multi-threaded ETL pipelines

Prerequisites

  • basic programming fluency
  • comfort with technical self-study
  • willingness to complete implementation labs

Deep Dive

The Columnar Revolution (Polars & Arrow) - Master Polars for high-performance data manipulation (Lazy API) Advanced Statistical Modeling & Causal Inference - Implement Bayesian inference using PyMC and JAX Data Science in Production (MLOps) - Build reproducible pipelines using DVC and Pachyderm

Final Deliverable

The Autonomous Data Pipeline.

Production Data Science

One-time payment

$49

Lifetime Access

Free Updates

Buy Now
Difficulty
advanced
Course length
100h
Format
Interactive Online

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