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Fix HTML entity references in BlueberryLLMPage component
- Updated apostrophes to HTML entity references (e.g., ') for better compatibility in the BlueberryLLMPage component. - Ensured consistent formatting in the course description and key features sections.
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app/blog/zero-to-ai-researcher/page.tsx

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'use client';
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import Link from "next/link";
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import { useLanguage } from "@/components/providers/language-provider";
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export default function BlueberryLLMPage() {
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@@ -69,7 +68,7 @@ export default function BlueberryLLMPage() {
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</p>
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<p className="text-slate-300 leading-relaxed">
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This course provides hands-on experience with advanced AI research methodologies, from foundational concepts to implementing
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state-of-the-art architectures. Whether you're a beginner or looking to deepen your understanding of modern LLM research,
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state-of-the-art architectures. Whether you&apos;re a beginner or looking to deepen your understanding of modern LLM research,
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this course offers a structured path to becoming an AI researcher.
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</p>
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</section>
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</div>
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<div className="bg-slate-800/30 border border-slate-600/30 rounded-lg p-6">
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<h3 className="text-lg font-semibold mb-3 text-purple-400">2. What makes DeepSeek's attention mechanisms innovative and how can they be combined with MoE?</h3>
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<h3 className="text-lg font-semibold mb-3 text-purple-400">2. What makes DeepSeek&apos;s attention mechanisms innovative and how can they be combined with MoE?</h3>
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<p className="text-slate-300">
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Explore DeepSeek's advanced attention mechanisms, including sparse attention patterns, RoPE scaling, and LoRA-style projections,
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Explore DeepSeek&apos;s advanced attention mechanisms, including sparse attention patterns, RoPE scaling, and LoRA-style projections,
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and understand how to integrate them with MoE architectures for optimal performance.
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</p>
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</div>
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{/* Key Features */}
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<section className="mb-12">
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<h2 className="text-2xl font-bold mb-6 text-white">What You'll Build</h2>
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<h2 className="text-2xl font-bold mb-6 text-white">What You&apos;ll Build</h2>
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<div className="grid md:grid-cols-3 gap-6">
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<div className="bg-slate-800/30 border border-slate-600/30 rounded-lg p-6 text-center">
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<div className="w-12 h-12 bg-gradient-to-r from-blue-500 to-purple-500 rounded-lg flex items-center justify-center mx-auto mb-4">

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