5th Sem Diploma AI Product Design | JB Patel | 2027 Edition | Atul Prakashan

The definitive guide for polytechnic IT students to bridge machine learning theory with real-world intelligent product development! 🤖💻 Authored by renowned IT engineering educator J. B. Patel and published by Gujarat’s premier technical publisher Atul Prakashan, AI Product Design [2027 Edition] breaks down the end-to-end process of designing, evaluating, and deploying user-centric AI solutions tailored strictly to the Gujarat Technological University (GTU) curriculum. 🚀

✨ Key Features & Highlights:

• Strict GTU Syllabus & Credit Scheme Alignment: Covers all prescribed modules and practical competencies for Semester-5 Diploma Information Technology. 📜

• AI-First Product Thinking:

  • Understanding AI capabilities vs. traditional software: When to use AI and when rule-based systems suffice. 🧠

  • Identifying business problems, user journey mapping, and value proposition design for AI features. 🎯

• Data Lifecycle & Preprocessing Strategies:

  • Data collection methodologies, data cleaning, synthetic data, data labeling workflows, and storage pipelines. 📊

  • Feature engineering, handling missing values, and dataset versioning fundamentals. ⚙️

• Model Selection, Prototyping & Evaluation:

  • Overview of Supervised, Unsupervised, Reinforcement Learning, and Generative AI components in product environments. 🔬

  • Evaluation metrics beyond raw accuracy: Precision, Recall, F1-Score, ROC-AUC, Latency, and Cost-per-Inference. 📈

• UX/UI Design for AI Systems:

  • Designing user trust, feedback loops, error states, and handling AI hallucinations or uncertainty. 💡

  • Transparent interfaces, human-in-the-loop (HITL) workflows, and progressive disclosure. 🖥️

• Responsible AI, Ethics & Compliance:

  • Algorithmic bias mitigation, fairness metrics, data privacy standards, and regulatory frameworks. 🛡️

• GTU Examination & Practical Orientation: Includes GTU sample questions, short-answer 2-mark definitions, model case studies, and practical project design templates for mid-sem and end-sem exams. 🏆

🌟 Master Intelligent Product Engineering & Score Top SPI in GTU IT! Surat me books bole to lucky book store! 📚✨ Equip yourself with industry-relevant AI concepts and examination-focused solutions. Order your genuine copy online today at eluckybookstore.com or pick it up directly from our retail store in Surat, Gujarat!