Data Engineering Courses

Data Engineering & Data Science Courses

How to Use This Guide This curated list covers courses from beginner to advanced levels across multiple platforms. Choose based on: Your role: Data Engineer, Data Analyst, or Data Scientist Learning style: Self-paced courses, specializations, or nanodegrees Timeline: Single courses (weeks) vs. comprehensive programs (months) Hands-on practice: Most include projects and real-world scenarios Cloud platform: AWS, GCP, Azure, or multi-cloud approaches Data Engineering Professional Certificates (Industry-Backed) Best for: Structured learning with recognized credentials ...

April 4, 2026 · 5 min · James M

Google Gemini Ultra

TL;DR Gemini Ultra was Google DeepMind’s flagship Gemini tier at launch in early 2024 - notable for hitting 90.0% on the MMLU benchmark Multimodal across text, images, video, and code, with strong coding and reasoning performance for its era Has since been superseded by Gemini 2.0, Gemini 2.5 Pro, and other specialised variants in the Gemini family Documented here for historical context - the original Ultra branding is no longer the main consumer-facing model Access today is through AI Studio, Vertex AI, and Google One AI Premium plans About Note: Gemini Ultra (released early 2024) has since been superseded by more advanced versions. As of 2026, Google’s flagship models include Gemini 2.0, Gemini 2.5 Pro, and specialized variants. This article documents the original Gemini Ultra for historical context. ...

March 29, 2024 · 2 min · James M

Google Gemini Advanced

TL;DR Gemini Advanced was Google’s tier-based offering for power users at launch in early 2024 - enhanced reasoning, longer context, and multimodal input Built around Gemini Ultra at first, then succeeded by Gemini 2.0 Flash, 2.5 Pro, and other newer models Use cases: coding, creative collaboration, long-form multi-turn conversations, document and media analysis Available through Google One AI Premium with web, mobile, and API access; pricing has shifted as the lineup evolved Documented here as the original 2024 positioning - check Google’s current site for what “Advanced” maps to today About Note: Gemini Advanced (released early 2024) was Google’s tier-based offering. By 2026, this has evolved into a more diverse model lineup including Gemini Pro, Gemini 2.0, and Gemini 2.5 Pro with different access tiers. This article reflects the original 2024 positioning. ...

March 29, 2024 · 2 min · James M