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#30dayaiseries

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Day 14: RAG Evaluation and Hallucination Guardrails

Day 14: RAG Evaluation and Hallucination Guardrails

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3 min read
Day 13: Retrieval-Augmented Generation (RAG) — Chatting with Proprietary Documents

Day 13: Retrieval-Augmented Generation (RAG) — Chatting with Proprietary Documents

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3 min read
Day 12: Vector Databases — Storing and Searching Enterprise Knowledge

Day 12: Vector Databases — Storing and Searching Enterprise Knowledge

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3 min read
Day 11: Embeddings and Vector Representations — How Machines Map Meaning

Day 11: Embeddings and Vector Representations — How Machines Map Meaning

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3 min read
Day 10: Tokenization, Context Windows and Cost Optimization

Day 10: Tokenization, Context Windows and Cost Optimization

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3 min read
Day 9: Advanced Prompt Engineering — Few-Shot, Chain-of-Thought and Structured JSON

Day 9: Advanced Prompt Engineering — Few-Shot, Chain-of-Thought and Structured JSON

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3 min read
Day 8: Introduction to LLMs & The Modern AI API Landscape

Day 8: Introduction to LLMs & The Modern AI API Landscape

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3 min read
Day 7: Measuring Success — Understanding Accuracy, Precision, Recall and F1 Scores

Day 7: Measuring Success — Understanding Accuracy, Precision, Recall and F1 Scores

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4 min read
Day 6: Data Preprocessing — Cleaning the Messy Reality of Enterprise Data

Day 6: Data Preprocessing — Cleaning the Messy Reality of Enterprise Data

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6 min read
Day 5: The Math Behind the Magic — Why Linear Algebra and Probability Matter

Day 5: The Math Behind the Magic — Why Linear Algebra and Probability Matter

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6 min read
Day 4: The AI Project Lifecycle — From Raw Data to Production Deployment

Day 4: The AI Project Lifecycle — From Raw Data to Production Deployment

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6 min read
Day 3: Inside Neural Networks — The Engine of Modern Deep Learning

Day 3: Inside Neural Networks — The Engine of Modern Deep Learning

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4 min read
Day 2: How Machines Actually Learn — Supervised, Unsupervised and Reinforcement Learning

Day 2: How Machines Actually Learn — Supervised, Unsupervised and Reinforcement Learning

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4 min read
Day 1: Demystifying AI — From Buzzword to Business Logic

Day 1: Demystifying AI — From Buzzword to Business Logic

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4 min read
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