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Update shared frontmatter (about, socratiq)
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Vijay Janapa Reddi
@@ -6,7 +6,9 @@ This section provides essential background about the purpose of this work, its d
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### Purpose {#sec-book-purpose-book-5d4f}
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The goal of this work is to provide a resource for educators and learners seeking to understand the principles and practices of machine learning systems. The content is continually updated to incorporate the latest insights and effective teaching strategies. We intend that it remains a valuable resource in this fast-evolving field. Please check back often!
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**Two volumes. One curriculum. The physics of AI engineering.**
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The goal of this work is to provide a resource for educators and learners seeking to understand the principles and practices of machine learning systems. This curriculum treats machine learning systems not as a collection of software frameworks, but as a discipline grounded in physical and mathematical invariants. Whether on a single microcontroller or a warehouse-scale fleet, ML systems are constrained by the same fundamental physics: the speed of light, the memory wall, the energy cost of data movement, and the statistical uncertainty of learned behavior. By focusing on these invariants, we provide a foundation that remains stable even as the frameworks and models themselves evolve.
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### Context and Development {#sec-book-context-development-2824}
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**Recommended but Not Required**:
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- **Computer Systems**: Familiarity with memory hierarchies, CPU/GPU architecture basics, and operating systems concepts will enhance understanding of hardware acceleration and deployment chapters. Students without this background can still succeed but may need to reference supplementary materials.
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- **Machine Learning Basics**: Prior exposure to supervised learning concepts (classification, regression), neural network fundamentals, and common architectures (CNNs, RNNs) is helpful but not strictly required. The Neural Computation chapter provides essential background for those new to these topics.
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- **Computer Systems**: Familiarity with memory hierarchies, CPU/accelerator architecture basics, and operating systems concepts will enhance understanding of hardware acceleration and deployment chapters. Students without this background can still succeed but may need to reference supplementary materials.
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- **Machine Learning Basics**: Prior exposure to supervised learning concepts (classification, regression), neural network fundamentals, and common architectures (CNNs, RNNs) is helpful but not strictly required. @sec-neural-computation provides essential background for those new to these topics.
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**Volume II Additional Prerequisites**:
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Both volumes are structured with [Bloom's Taxonomy](https://cft.vanderbilt.edu/guides-sub-pages/blooms-taxonomy/) in mind (@fig-bloom), which defines six levels of learning, ranging from foundational knowledge to advanced creative thinking:
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{#fig-bloom fig-alt="Bloom's Taxonomy (2021 edition)."}
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::: {#fig-bloom fig-env="figure" fig-pos="htb" fig-cap="Bloom's Taxonomy (2021 edition)." fig-alt="Bloom's Taxonomy (2021 edition)."}
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1. **Remembering**: Recalling basic facts and concepts.
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@@ -126,9 +126,13 @@ Once you've enabled SocratiQ it will always be available when you visit this sit
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You can access SocratiQ at any time using a keyboard shortcut shown in @fig-main-shortcut, which brings up the interface shown in @fig-main-interface.
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{#fig-main-shortcut fig-alt="SocratiQ AI Learning Assistant: The image shows a keyboard shortcut (Ctrl + /) provided for easy access to SocratiQ, demonstrating its integration with users' environments."}
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::: {#fig-main-shortcut fig-env="figure" fig-pos="htb" fig-cap="**SocratiQ AI Learning Assistant**: The image shows a keyboard shortcut (Ctrl + /) provided for easy access to SocratiQ, demonstrating its integration with users' environments." fig-alt="SocratiQ AI Learning Assistant: The image shows a keyboard shortcut (Ctrl + /) provided for easy access to SocratiQ, demonstrating its integration with users' environments."}
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{#fig-main-interface fig-alt="AI Learning Assistant: This image showcases SocratiQ, an AI-powered learning tool designed to enhance understanding of ML systems concepts. The interface features a settings section for academic level, and quiz buttons at the end of sections suggest interactive learning opportunities. SocratiQ serves as an essential tool for computer science students interested in comprehending ML systems concepts."}
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::: {#fig-main-interface fig-env="figure" fig-pos="htb" fig-cap="**AI Learning Assistant**: This image showcases SocratiQ, an AI-powered learning tool designed to enhance understanding of ML systems concepts. The interface features a settings section for academic level, and quiz buttons at the end of sections suggest interactive learning opportunities. SocratiQ serves as an essential tool for computer science students interested in comprehending ML systems concepts." fig-alt="AI Learning Assistant: This image showcases SocratiQ, an AI-powered learning tool designed to enhance understanding of ML systems concepts. The interface features a settings section for academic level, and quiz buttons at the end of sections suggest interactive learning opportunities. SocratiQ serves as an essential tool for computer science students interested in comprehending ML systems concepts."}
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## Button Overview {#sec-socratiq-ai-button-overview-c175}
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@@ -138,7 +142,9 @@ The top nav bar (@fig-top-menu) provides quick access to the following features:
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2. Track your [progress](#sec-socratiq-ai-tracking-progress-d563) by viewing the dashboard.
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3. Start new or save your [conversations](#sec-socratiq-ai-learning-socratiq-d17d) with SocratiQ.
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{#fig-top-menu fig-alt="View of the top nav menu."}
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::: {#fig-top-menu fig-env="figure" fig-pos="htb" fig-cap="View of the top nav menu." fig-alt="View of the top nav menu."}
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## Personalize Your Learning {#sec-socratiq-ai-personalize-learning-1d9c}
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@@ -146,7 +152,9 @@ Before diving into your studies, take a moment to configure SocratiQ for your ac
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You can augment any AI SocratiQ response using the dropdown menu at the top of each message, allowing you to adjust the difficulty level as shown in @fig-adjust_message_difficulty.
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{#fig-settings-panel fig-alt="Personalized Learning Preferences: The image shows a user interface that allows for the personalization of an AI-based learning tool, such as SocratiQ, to tailor interactions to the learner's academic level. The settings panel on the right side of the screen displays options for adjusting preferences in relation to quiz questions and explanations. This customization ensures that the information presented is relevant to the learner's background knowledge, thereby enhancing understanding of ML systems concepts."}
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::: {#fig-settings-panel fig-env="figure" fig-pos="htb" fig-cap="**Personalized Learning Preferences**: The image shows a user interface that allows for the personalization of an AI-based learning tool, such as SocratiQ, to tailor interactions to the learner's academic level. The settings panel on the right side of the screen displays options for adjusting preferences in relation to quiz questions and explanations. This customization ensures that the information presented is relevant to the learner's background knowledge, thereby enhancing understanding of ML systems concepts." fig-alt="Personalized Learning Preferences: The image shows a user interface that allows for the personalization of an AI-based learning tool, such as SocratiQ, to tailor interactions to the learner's academic level. The settings panel on the right side of the screen displays options for adjusting preferences in relation to quiz questions and explanations. This customization ensures that the information presented is relevant to the learner's background knowledge, thereby enhancing understanding of ML systems concepts."}
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## Learning with SocratiQ {#sec-socratiq-ai-learning-socratiq-d17d}
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As you progress through each section of the textbook, you have the option to ask SocratiQ to automatically generate quizzes tailored to reinforce key concepts. These quizzes are conveniently inserted at the end of every major subsection (e.g., 1.1, 1.2, 1.3, and so on), as illustrated in @fig-quiz-interface. The complete quiz experience, including both questions and answers, is shown in @fig-quizzes.
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{#fig-adjust_message_difficulty fig-alt="AI Response Customization: Redo an AI message by choosing a new experience level."}
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::: {#fig-adjust_message_difficulty fig-env="figure" fig-pos="htb" fig-cap="**AI Response Customization**: Redo an AI message by choosing a new experience level." fig-alt="AI Response Customization: Redo an AI message by choosing a new experience level."}
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{#fig-quiz-interface fig-alt="AI-Generated Quizzes: This image showcases SocratiQ, an AI-driven learning tool that integrates into a textbook to provide personalized educational experiences for university-level computer science students. By generating tailored quizzes with multiple-choice questions and detailed explanations, SocratiQ facilitates a deeper understanding of ML systems concepts through immediate feedback and adaptive assessments. These quizzes are inserted at the end of major subsections within the textbook material, allowing students to evaluate their comprehension of the preceding sections while reinforcing key concepts. The LLM model employed by SocratiQ enhances student learning and comprehension of ML systems."}
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::: {#fig-quiz-interface fig-env="figure" fig-pos="htb" fig-cap="**AI-Generated Quizzes**: This image showcases SocratiQ, an AI-driven learning tool that integrates into a textbook to provide personalized educational experiences for university-level computer science students. By generating tailored quizzes with multiple-choice questions and detailed explanations, SocratiQ facilitates a deeper understanding of ML systems concepts through immediate feedback and adaptive assessments. These quizzes are inserted at the end of major subsections within the textbook material, allowing students to evaluate their comprehension of the preceding sections while reinforcing key concepts. The LLM model employed by SocratiQ enhances student learning and comprehension of ML systems." fig-alt="AI-Generated Quizzes: This image showcases SocratiQ, an AI-driven learning tool that integrates into a textbook to provide personalized educational experiences for university-level computer science students. By generating tailored quizzes with multiple-choice questions and detailed explanations, SocratiQ facilitates a deeper understanding of ML systems concepts through immediate feedback and adaptive assessments. These quizzes are inserted at the end of major subsections within the textbook material, allowing students to evaluate their comprehension of the preceding sections while reinforcing key concepts. The LLM model employed by SocratiQ enhances student learning and comprehension of ML systems."}
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Each quiz typically consists of 3-5 multiple-choice questions and takes only 1-2 minutes to complete. These questions are designed to assess your understanding of the material covered in the preceding section, as shown in @fig-quiz-questions.
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Upon submitting your answers, SocratiQ provides immediate feedback along with detailed explanations for each question, as demonstrated in @fig-quiz-answers.
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::: {#fig-quizzes layout="[[43,-14,43]]" fig-cap="**SocratiQ Quiz Interface**: The quiz generation (left) and answer feedback (right) interfaces demonstrate how SocratiQ integrates AI-generated assessments into the learning workflow." fig-alt="Two side-by-side screenshots showing the SocratiQ quiz interface: left panel shows multiple-choice questions, right panel shows answer feedback with explanations."}
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{#fig-quiz-questions fig-alt="AI-Generated Personalized Quizzes: This image showcases an AI-driven learning tool called SocratiQ that provides university-level computer science students with a tailored educational experience to facilitate a deeper understanding of ML systems concepts through interactive, personalized quizzes. Integrated into the textbook material, these quizzes comprise multiple-choice questions and detailed explanations for each answer, designed to assess comprehension of the preceding sections and reinforce key concepts using immediate feedback. SocratiQ employs a Large Language Model (LLM) to automatically generate and grade these adaptive quizzes, providing students with an educational experience that enhances their learning and comprehension of ML systems."}
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::: {#fig-quizzes layout="[[43,-14,43]]" fig-env="figure" fig-pos="htb" fig-cap="**SocratiQ Quiz Interface**: The quiz generation (left) and answer feedback (right) interfaces demonstrate how SocratiQ integrates AI-generated assessments into the learning workflow." fig-alt="Two side-by-side screenshots showing the SocratiQ quiz interface: left panel shows multiple-choice questions, right panel shows answer feedback with explanations."}
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::: {#fig-quiz-questions fig-env="figure" fig-pos="htb" fig-cap="**AI-Generated Personalized Quizzes**: This image showcases an AI-driven learning tool called SocratiQ that provides university-level computer science students with a tailored educational experience to facilitate a deeper understanding of ML systems concepts through interactive, personalized quizzes. Integrated into the textbook material, these quizzes comprise multiple-choice questions and detailed explanations for each answer, designed to assess comprehension of the preceding sections and reinforce key concepts using immediate feedback. SocratiQ employs a Large Language Model (LLM) to automatically generate and grade these adaptive quizzes, providing students with an educational experience that enhances their learning and comprehension of ML systems." fig-alt="AI-Generated Personalized Quizzes: This image showcases an AI-driven learning tool called SocratiQ that provides university-level computer science students with a tailored educational experience to facilitate a deeper understanding of ML systems concepts through interactive, personalized quizzes. Integrated into the textbook material, these quizzes comprise multiple-choice questions and detailed explanations for each answer, designed to assess comprehension of the preceding sections and reinforce key concepts using immediate feedback. SocratiQ employs a Large Language Model (LLM) to automatically generate and grade these adaptive quizzes, providing students with an educational experience that enhances their learning and comprehension of ML systems."}
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{#fig-quiz-answers fig-alt="AI-Generated Personalized Quizzes: This image showcases an AI-driven learning tool called SocratiQ that provides university-level computer science students with tailored educational experiences through interactive, personalized quizzes. Integrated into the textbook material, these quizzes facilitate a deeper understanding of ML systems concepts by reinforcing key concepts using immediate feedback and adaptive assessments. Each quiz typically consists of 3-5 multiple-choice questions and takes only 1-2 minutes to complete."}
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::: {#fig-quiz-answers fig-env="figure" fig-pos="htb" fig-cap="**AI-Generated Personalized Quizzes**: This image showcases an AI-driven learning tool called SocratiQ that provides university-level computer science students with tailored educational experiences through interactive, personalized quizzes. Integrated into the textbook material, these quizzes facilitate a deeper understanding of ML systems concepts by reinforcing key concepts using immediate feedback and adaptive assessments. Each quiz typically consists of 3-5 multiple-choice questions and takes only 1-2 minutes to complete." fig-alt="AI-Generated Personalized Quizzes: This image showcases an AI-driven learning tool called SocratiQ that provides university-level computer science students with tailored educational experiences through interactive, personalized quizzes. Integrated into the textbook material, these quizzes facilitate a deeper understanding of ML systems concepts by reinforcing key concepts using immediate feedback and adaptive assessments. Each quiz typically consists of 3-5 multiple-choice questions and takes only 1-2 minutes to complete."}
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SocratiQ uses a Large Language Model (LLM) to automatically generate and grade quizzes.
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@@ -184,24 +200,34 @@ SocratiQ uses a Large Language Model (LLM) to automatically generate and grade q
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When you encounter challenging concepts, SocratiQ offers two powerful ways to get help. First, you can select any text from the textbook and ask for a detailed explanation, as demonstrated in @fig-text-selection.
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{#fig-text-selection fig-alt="AI-Assisted Learning Tool: SocratiQ: The image showcases an AI-powered learning tool called SocratiQ that assists university-level computer science students in deepening their understanding of challenging Machine Learning (ML) concepts. By selecting any portion of the textbook and asking for a detailed explanation, students can access personalized, interactive assistance tailored to their learning objectives, fostering self-directed learning and critical thinking skills. SocratiQ provides suggestions for related content from the textbook and guides users through complex ML topics with ease."}
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::: {#fig-text-selection fig-env="figure" fig-pos="htb" fig-cap="**AI-Assisted Learning Tool: SocratiQ**: The image showcases an AI-powered learning tool called SocratiQ that assists university-level computer science students in deepening their understanding of challenging Machine Learning (ML) concepts. By selecting any portion of the textbook and asking for a detailed explanation, students can access personalized, interactive assistance tailored to their learning objectives, fostering self-directed learning and critical thinking skills. SocratiQ provides suggestions for related content from the textbook and guides users through complex ML topics with ease." fig-alt="AI-Assisted Learning Tool: SocratiQ: The image showcases an AI-powered learning tool called SocratiQ that assists university-level computer science students in deepening their understanding of challenging Machine Learning (ML) concepts. By selecting any portion of the textbook and asking for a detailed explanation, students can access personalized, interactive assistance tailored to their learning objectives, fostering self-directed learning and critical thinking skills. SocratiQ provides suggestions for related content from the textbook and guides users through complex ML topics with ease."}
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Once you've selected the text, you can ask questions about it, and SocratiQ will provide detailed explanations based on that context, as illustrated in @fig-context-explanation.
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{#fig-context-explanation fig-alt="AI-Assisted Learning Tool: SocratiQ: The image showcases an AI-powered learning tool called SocratiQ that assists university-level computer science students in deepening their understanding of challenging Machine Learning (ML) concepts. By selecting any portion of the textbook and asking for a detailed explanation, students can access personalized, interactive assistance tailored to their learning objectives, fostering self-directed learning and critical thinking skills. SocratiQ provides suggestions for related content from the textbook and guides users through complex ML topics with ease."}
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::: {#fig-context-explanation fig-env="figure" fig-pos="htb" fig-cap="**AI-Assisted Learning Tool: SocratiQ**: The image showcases an AI-powered learning tool called SocratiQ that assists university-level computer science students in deepening their understanding of challenging Machine Learning (ML) concepts. By selecting any portion of the textbook and asking for a detailed explanation, students can access personalized, interactive assistance tailored to their learning objectives, fostering self-directed learning and critical thinking skills. SocratiQ provides suggestions for related content from the textbook and guides users through complex ML topics with ease." fig-alt="AI-Assisted Learning Tool: SocratiQ: The image showcases an AI-powered learning tool called SocratiQ that assists university-level computer science students in deepening their understanding of challenging Machine Learning (ML) concepts. By selecting any portion of the textbook and asking for a detailed explanation, students can access personalized, interactive assistance tailored to their learning objectives, fostering self-directed learning and critical thinking skills. SocratiQ provides suggestions for related content from the textbook and guides users through complex ML topics with ease."}
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@fig-interactive-chat shows the response for the ask in @fig-context-explanation.
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Additionally, you can also reference Sections, as shown in @fig-reference-sections, Sub-sections and keywords directly as you converse with SocratiQ. Use the `@` symbol to reference a section, sub-section or keyword.
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You can also click the `+ Context` button right above the input.
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{#fig-interactive-chat fig-alt="AI-Assisted Learning Tool: The image illustrates an innovative AI-powered learning tool called SocratiQ that assists university-level computer science students in enhancing their understanding of challenging Machine Learning (ML) concepts. By selecting any portion of the textbook and asking for a detailed explanation, students can access personalized, interactive assistance tailored to their learning objectives. This promotes self-directed learning and critical thinking skills by offering suggestions for related content from the textbook and guiding users through complex ML topics with ease. SocratiQ fosters deep understanding of ML systems by providing detailed explanations based on selected context."}
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::: {#fig-interactive-chat fig-env="figure" fig-pos="htb" fig-cap="**AI-Assisted Learning Tool**: The image illustrates an innovative AI-powered learning tool called SocratiQ that assists university-level computer science students in enhancing their understanding of challenging Machine Learning (ML) concepts. By selecting any portion of the textbook and asking for a detailed explanation, students can access personalized, interactive assistance tailored to their learning objectives. This promotes self-directed learning and critical thinking skills by offering suggestions for related content from the textbook and guiding users through complex ML topics with ease. SocratiQ fosters deep understanding of ML systems by providing detailed explanations based on selected context." fig-alt="AI-Assisted Learning Tool: The image illustrates an innovative AI-powered learning tool called SocratiQ that assists university-level computer science students in enhancing their understanding of challenging Machine Learning (ML) concepts. By selecting any portion of the textbook and asking for a detailed explanation, students can access personalized, interactive assistance tailored to their learning objectives. This promotes self-directed learning and critical thinking skills by offering suggestions for related content from the textbook and guiding users through complex ML topics with ease. SocratiQ fosters deep understanding of ML systems by providing detailed explanations based on selected context."}
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{#fig-reference-sections fig-alt="Referencing different sections from the textbook."}
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::: {#fig-reference-sections fig-env="figure" fig-pos="htb" fig-cap="Referencing different sections from the textbook." fig-alt="Referencing different sections from the textbook."}
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To enhance your learning experience, SocratiQ does not just answer your questions, it also suggests related content from the textbook that might be helpful for deeper understanding, as shown in @fig-related-content.
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{#fig-related-content fig-alt="SocratiQ AI-Assisted Learning Tool: An AI-powered learning tool designed for university-level computer science students to enhance their understanding of challenging Machine Learning (ML) concepts. By selecting any portion of the textbook and asking for a detailed explanation, students can access personalized, interactive assistance tailored to their learning objectives, fostering self-directed learning and critical thinking skills. The AI tool enhances learning by providing suggestions for related content from the textbook and guiding users through complex ML topics with ease."}
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::: {#fig-related-content fig-env="figure" fig-pos="htb" fig-cap="**SocratiQ AI-Assisted Learning Tool**: An AI-powered learning tool designed for university-level computer science students to enhance their understanding of challenging Machine Learning (ML) concepts. By selecting any portion of the textbook and asking for a detailed explanation, students can access personalized, interactive assistance tailored to their learning objectives, fostering self-directed learning and critical thinking skills. The AI tool enhances learning by providing suggestions for related content from the textbook and guiding users through complex ML topics with ease." fig-alt="SocratiQ AI-Assisted Learning Tool: An AI-powered learning tool designed for university-level computer science students to enhance their understanding of challenging Machine Learning (ML) concepts. By selecting any portion of the textbook and asking for a detailed explanation, students can access personalized, interactive assistance tailored to their learning objectives, fostering self-directed learning and critical thinking skills. The AI tool enhances learning by providing suggestions for related content from the textbook and guiding users through complex ML topics with ease."}
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## Tracking Your Progress {#sec-socratiq-ai-tracking-progress-d563}
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SocratiQ maintains a comprehensive record of your learning journey. The progress dashboard (@fig-progress-dashboard) displays your quiz performance statistics, learning streaks, and achievement badges. This dashboard updates in real-time.
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{#fig-progress-dashboard width=80% fig-alt="AI-Assisted Learning Dashboard: The image depicts SocratiQ's performance dashboard, an AI-assisted learning platform that enables students to track their progress in mastering ML systems concepts. The dashboard displays key statistics such as quiz performance, learning streaks, and achievement badges. By engaging consistently with the material, students can earn various badges that recognize their progress and reinforce their understanding of essential ML concepts. These features help students monitor their learning journey, visualize their growth, and motivate themselves towards continuous improvement."}
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::: {#fig-progress-dashboard fig-env="figure" fig-pos="htb" fig-cap="**AI-Assisted Learning Dashboard**: The image depicts SocratiQ's performance dashboard, an AI-assisted learning platform that enables students to track their progress in mastering ML systems concepts. The dashboard displays key statistics such as quiz performance, learning streaks, and achievement badges. By engaging consistently with the material, students can earn various badges that recognize their progress and reinforce their understanding of essential ML concepts. These features help students monitor their learning journey, visualize their growth, and motivate themselves towards continuous improvement." fig-alt="AI-Assisted Learning Dashboard: The image depicts SocratiQ's performance dashboard, an AI-assisted learning platform that enables students to track their progress in mastering ML systems concepts. The dashboard displays key statistics such as quiz performance, learning streaks, and achievement badges. By engaging consistently with the material, students can earn various badges that recognize their progress and reinforce their understanding of essential ML concepts. These features help students monitor their learning journey, visualize their growth, and motivate themselves towards continuous improvement."}
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{width=80%}
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As you continue to engage with the material and complete quizzes, you'll earn various badges that recognize your progress, as shown in @fig-achievement-badges.
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{#fig-achievement-badges fig-alt="AI-Assisted Learning Dashboard: SocratiQ's performance dashboard is an AI-assisted learning platform that enables students to track their progress in mastering ML systems concepts. By engaging consistently with the material, students can earn various achievement badges that recognize their progress and reinforce their understanding of essential ML concepts. The dashboard displays key statistics such as quiz performance, learning streaks, and achievement badges."}
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::: {#fig-achievement-badges fig-env="figure" fig-pos="htb" fig-cap="**AI-Assisted Learning Dashboard**: SocratiQ's performance dashboard is an AI-assisted learning platform that enables students to track their progress in mastering ML systems concepts. By engaging consistently with the material, students can earn various achievement badges that recognize their progress and reinforce their understanding of essential ML concepts. The dashboard displays key statistics such as quiz performance, learning streaks, and achievement badges." fig-alt="AI-Assisted Learning Dashboard: SocratiQ's performance dashboard is an AI-assisted learning platform that enables students to track their progress in mastering ML systems concepts. By engaging consistently with the material, students can earn various achievement badges that recognize their progress and reinforce their understanding of essential ML concepts. The dashboard displays key statistics such as quiz performance, learning streaks, and achievement badges."}
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### Achievement Badges {#sec-socratiq-ai-achievement-badges-63fc}
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- JavaScript enabled
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- Stable internet connection
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{#fig-download-report fig-pos='htb' fig-alt="You can click the Download Report button to view your report. You can verify that your PDF has been created by SocratiQ by clicking the verify button and uploading your generated PDF."}
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::: {#fig-download-report fig-env="figure" fig-pos="htb" fig-cap="You can click the Download Report button to view your report. You can verify that your PDF has been created by SocratiQ by clicking the verify button and uploading your generated PDF." fig-alt="You can click the Download Report button to view your report. You can verify that your PDF has been created by SocratiQ by clicking the verify button and uploading your generated PDF."}
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{#fig-previous-conversations fig-alt="Load or delete previous chats or start a new chat."}
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::: {#fig-previous-conversations fig-env="figure" fig-pos="htb" fig-cap="Load or delete previous chats or start a new chat." fig-alt="Load or delete previous chats or start a new chat."}
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## Common Issues and Troubleshooting {#sec-socratiq-ai-common-issues-troubleshooting-cba6}
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Block a user