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Various course article updates
- Make DataTalks.Club header text clickable (links to home) - Remove bold from zoomcamps overview section - Add Apache Flink to DE Zoomcamp tech stack - Fix broken DE Zoomcamp image (.jpeg -> .png) - Simplify cost description in comparison table - Update LLM Zoomcamp module 1 tools (Elasticsearch -> minsearch, sqlitesearch)
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_includes/header.html

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<div class="row mt-3 text-center">
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<h2>DataTalks.Club</h2>
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<h2><a href="/" style="text-decoration: none; color: inherit;">DataTalks.Club</a></h2>
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</div>
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</div>
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_posts/2024-04-11-guide-to-free-online-courses-at-datatalks-club.md

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<td style="padding: 12px; border: 1px solid #dee2e6;">Intermediate</td>
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<td style="padding: 12px; border: 1px solid #dee2e6;">Coding skills, command line, basic SQL</td>
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<td style="padding: 12px; border: 1px solid #dee2e6;">Pipelines, warehouses, orchestration, batch & streaming</td>
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<td style="padding: 12px; border: 1px solid #dee2e6;">Docker, Postgres, BigQuery, dbt, Apache Spark, Apache Kafka</td>
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<td style="padding: 12px; border: 1px solid #dee2e6;">Docker, Postgres, BigQuery, dbt, Apache Spark, Apache Kafka, Apache Flink</td>
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<td style="padding: 12px; border: 1px solid #dee2e6;">Scalable data pipelines processing batch & streaming data</td>
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</tr>
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<tr>
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All zoomcamps follow the same core pattern:
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* **Pre-recorded lectures on YouTube** you can watch anytime
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* **Open-source materials on GitHub**, including code, notes, and homework
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* **Two learning formats**: fully **self-paced** or joining a **live cohort**
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* **A final project** you can include in your portfolio
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* Pre-recorded lectures on YouTube you can watch anytime
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* Open-source materials on GitHub, including code, notes, and homework
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* Two learning formats: fully self-paced or joining a live cohort
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* A final project you can include in your portfolio
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Each course is divided into modules. Every module covers one topic, adds a hands-on task, and gradually prepares you for the final project.
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The learning materials are identical across formats, but the experience differs:
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* In **self-paced** mode, you start anytime and progress at your own speed.
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* In a **live cohort**, you follow a weekly schedule with deadlines, peer-reviewed projects, and the option to earn a certificate.
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* In self-paced mode, you start anytime and progress at your own speed.
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* In a live cohort, you follow a weekly schedule with deadlines, peer-reviewed projects, and the option to earn a certificate.
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## Machine Learning Zoomcamp
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## Data Engineering Zoomcamp
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<figure>
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<img src="/images/posts/2023-11-18-data-engineering-zoomcamp/course-overview.jpeg" alt="Data Engineering Zoomcamp 2026 curriculum overview diagram" title="Data Engineering Zoomcamp 2026 Course Curriculum - Complete 9-Week Data Pipeline Development Program" loading="lazy" style="max-width: 100%; height: auto; border: 1px solid #ddd; border-radius: 4px;" />
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<img src="/images/posts/2023-11-18-data-engineering-zoomcamp/course-overview.png" alt="Data Engineering Zoomcamp 2026 curriculum overview diagram" title="Data Engineering Zoomcamp 2026 Course Curriculum - Complete 9-Week Data Pipeline Development Program" loading="lazy" style="max-width: 100%; height: auto; border: 1px solid #ddd; border-radius: 4px;" />
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<figcaption><p>Data Engineering Zoomcamp 2026 9-week curriculum covering infrastructure setup with Docker and Terraform, workflow orchestration, data warehousing with BigQuery, analytics engineering with dbt, batch processing with Apache Spark, and stream processing with Apache Kafka</p></figcaption>
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</figure>
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</tr>
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<tr>
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<td style="padding: 12px; border: 1px solid #dee2e6; font-weight: 600;">Tools/tech stack</td>
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<td style="padding: 12px; border: 1px solid #dee2e6;">Docker, Postgres, BigQuery, dbt, Apache Spark, Apache Kafka</td>
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<td style="padding: 12px; border: 1px solid #dee2e6;">Docker, Postgres, BigQuery, dbt, Apache Spark, Apache Kafka, Apache Flink</td>
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<td style="padding: 12px; border: 1px solid #dee2e6; font-weight: 600;">Who it's for</td>
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<td style="padding: 12px; border: 1px solid #dee2e6; font-weight: 600; vertical-align: top;">Cost</td>
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<td style="padding: 12px; border: 1px solid #dee2e6; vertical-align: top;">Completely free. No upsells, no paid tiers, no expiring access</td>
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<td style="padding: 12px; border: 1px solid #dee2e6; vertical-align: top;">Completely free</td>
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<td style="padding: 12px; border: 1px solid #dee2e6; vertical-align: top;">Typically $2,000-$12,000+, sometimes with financing or income-share agreements</td>
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_posts/2024-11-11-llm-zoomcamp.md

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<td style="padding: 12px; border: 1px solid #dee2e6; font-weight: 600;">1</td>
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<td style="padding: 12px; border: 1px solid #dee2e6;">Introduction to LLMs and RAG</td>
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<td style="padding: 12px; border: 1px solid #dee2e6;">Build your first RAG pipeline with LLM fundamentals and text search</td>
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<td style="padding: 12px; border: 1px solid #dee2e6;">OpenAI API, Elasticsearch</td>
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<td style="padding: 12px; border: 1px solid #dee2e6;">OpenAI API, minsearch, sqlitesearch</td>
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<td style="padding: 12px; border: 1px solid #dee2e6; font-weight: 600;">2</td>

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