LLM Fine-Tuning, Prompt Engineering & Model Evaluation

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Module 1 – Foundations of Large Language Models

Model Families: GPT, Llama, Claude, etc.

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LLM families are like car brands; each has unique features but shares core tech. GPT (from OpenAI) excels in generation, like writing stories. Llama (Meta) is open-source, ideal for customization. Claude (Anthropic) focuses on safety.

GPT models, like GPT-4, are closed-source but powerful for chat. Llama offers variants like Llama 2 for fine-tuning on local data. Claude emphasizes ethical AI.

Here is a comparison of the latest version of these models as at the time this course was written:

ModelPrimary StrengthSource TypeCost
Open AI GPT-5Best all-rounder; advanced reasoning & ecosystem.ClosedHigh
Claude 4.5Best for coding & complex writing; highest “safety.”ClosedVery High
Gemini 3Massive context (2M+ tokens); deep Google integration.ClosedModerate
Llama 4Industry standard for open performance; massive community.Open-WeightFree (self-host)
Mistral Large 2Efficiency; excellent performance for its size.Open-WeightModerate
DeepSeek R1/V3Extreme reasoning & math; best price-to-performance.Open-WeightUltra-Low
Grok 4Real-time info from X (Twitter); “unfiltered” personality.Open-WeightLow

Key Insights & Recommendations

  • For Enterprise & High Security: Claude and Gemini lead the pack. Claude’s focus on “Constitutional AI” makes it a favorite for regulated industries (legal/finance), while Gemini’s ability to “read” entire codebases at once (due to its 2M context window) is unmatched.
  • For Developers & Privacy: Llama 4 and Mistral are the top choices. Because you can host them on your own servers, your data never leaves your infrastructure, and you can fine-tune the model’s “brain” directly.
  • For Budget-Conscious Power: DeepSeek has disrupted the market by offering reasoning capabilities that rival GPT-4o and o1 at a fraction of the cost. It is currently the “math and coding” champion for those on a budget.
  • For Real-Time Events: Grok is the only model with a direct, real-time pipeline to the conversations happening on social media, making it the best for trend analysis and news.