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extend assignment deadlines to Mondays
Move all assignment due dates from Fridays to following Mondays: - Assignment 1: Jan 16 → Jan 19 - Assignment 2: Jan 23 → Jan 26 - Assignment 3: Jan 30 → Feb 2 - Assignment 4: Feb 6 → Feb 9 - Assignment 5: Feb 13 → Feb 16 Updated in: - slides/README.md, slides/week1/lecture3.md/.html/.pdf - admin/syllabus.md/.pdf, admin/canvas-content.md, admin/github-tutorial.md - syllabus/index.html, assignments/README.md, assignments/index.html - All 5 assignment instruction pages (assignments/assignment-X/index.html) - All 5 submodule READMEs and notebooks
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admin/canvas-content.md

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### Assignment 1: ELIZA Chatbot
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**Due: January 16, 11:59 PM EST | Weight: 15%**
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**Due: January 19, 11:59 PM EST | Weight: 15%**
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Build a pattern-matching chatbot based on Weizenbaum's classic ELIZA program (1966). You will implement string manipulation and regular expressions to create a conversational agent that simulates a Rogerian psychotherapist.
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### Assignment 2: SPAM Classifier
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**Due: January 23, 11:59 PM EST | Weight: 15%**
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**Due: January 26, 11:59 PM EST | Weight: 15%**
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Develop a text classification system to identify spam messages. You will explore different feature engineering approaches, implement tokenization strategies, and evaluate classifier performance using standard metrics.
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### Assignment 3: Wikipedia Embeddings
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**Due: January 30, 11:59 PM EST | Weight: 15%**
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**Due: February 2, 11:59 PM EST | Weight: 15%**
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Compare different text embedding methods (LSA, Word2Vec, BERT) on Wikipedia articles. You will visualize semantic relationships in embedding space and evaluate how well different methods capture meaning.
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### Assignment 4: Customer Service Chatbot
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**Due: February 6, 11:59 PM EST | Weight: 15%**
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**Due: February 9, 11:59 PM EST | Weight: 15%**
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Create a context-aware customer service chatbot using transformer-based models. You will implement retrieval-augmented generation to answer questions based on a knowledge base.
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### Assignment 5: Build GPT
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**Due: February 13, 11:59 PM EST | Weight: 15%**
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**Due: February 16, 11:59 PM EST | Weight: 15%**
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Implement and train a small GPT model from scratch. You will build the transformer architecture piece by piece, including self-attention, positional encoding, and autoregressive text generation.
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admin/github-tutorial.md

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| Assignment | Repository | Deadline |
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|------------|------------|----------|
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| 1: ELIZA | `ContextLab/eliza-llm-course` | Jan 16, 11:59 PM |
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| 2: SPAM Classifier | `ContextLab/spam-classifier-llm-course` | Jan 23, 11:59 PM |
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| 3: Wikipedia Embeddings | `ContextLab/embeddings-llm-course` | Jan 30, 11:59 PM |
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| 4: Customer Service Bot | `ContextLab/customer-service-bot-llm-course` | Feb 6, 11:59 PM |
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| 5: Build GPT | `ContextLab/gpt-llm-course` | Feb 13, 11:59 PM |
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| 1: ELIZA | `ContextLab/eliza-llm-course` | Jan 19, 11:59 PM |
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| 2: SPAM Classifier | `ContextLab/spam-classifier-llm-course` | Jan 26, 11:59 PM |
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| 3: Wikipedia Embeddings | `ContextLab/embeddings-llm-course` | Feb 2, 11:59 PM |
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| 4: Customer Service Bot | `ContextLab/customer-service-bot-llm-course` | Feb 9, 11:59 PM |
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| 5: Build GPT | `ContextLab/gpt-llm-course` | Feb 16, 11:59 PM |
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| Final Project | `ContextLab/final-project-llm-course` | Mar 9, 11:59 PM |
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All deadlines are Eastern Standard Time (EST).

admin/syllabus.md

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| Week | Dates | Topics | Assignments |
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|------|-------|--------|-------------|
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| 1 | Jan 5--9 | Introduction, Pattern Matching, ELIZA | [Assignment 1](../assignments/assignment-1/) released |
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| 2 | Jan 12--16 | Data Cleaning, Tokenization, POS Tagging | [Assignment 2](../assignments/assignment-2/) released, [Assignment 1](../assignments/assignment-1/) due (Jan 16, 11:59 PM EST) |
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| 3 | Jan 19--23 | Classic Embeddings (LSA, LDA), Word Embeddings | [Assignment 3](../assignments/assignment-3/) released, [Assignment 2](../assignments/assignment-2/) due (Jan 23, 11:59 PM EST) |
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| 4 | Jan 26--30 | Contextual Embeddings, Dimensionality Reduction | [Assignment 4](../assignments/assignment-4/) released, [Assignment 3](../assignments/assignment-3/) due (Jan 30, 11:59 PM EST) |
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| 5 | Feb 2--6 | Attention Mechanisms, Transformer Architecture | [Assignment 4](../assignments/assignment-4/) due (Feb 6, 11:59 PM EST) |
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| 2 | Jan 12--16 | Data Cleaning, Tokenization, POS Tagging | [Assignment 2](../assignments/assignment-2/) released, [Assignment 1](../assignments/assignment-1/) due (Jan 19, 11:59 PM EST) |
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| 3 | Jan 19--23 | Classic Embeddings (LSA, LDA), Word Embeddings | [Assignment 3](../assignments/assignment-3/) released, [Assignment 2](../assignments/assignment-2/) due (Jan 26, 11:59 PM EST) |
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| 4 | Jan 26--30 | Contextual Embeddings, Dimensionality Reduction | [Assignment 4](../assignments/assignment-4/) released, [Assignment 3](../assignments/assignment-3/) due (Feb 2, 11:59 PM EST) |
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| 5 | Feb 2--6 | Attention Mechanisms, Transformer Architecture | [Assignment 4](../assignments/assignment-4/) due (Feb 9, 11:59 PM EST) |
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| 6 | Feb 9--13 | BERT Deep Dive, Encoder Models | [Assignment 5](../assignments/assignment-5/) released |
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| 7 | Feb 16--20 | GPT Architecture, Scaling Up | [Assignment 5](../assignments/assignment-5/) due (Feb 13, 11:59 PM EST) |
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| 7 | Feb 16--20 | GPT Architecture, Scaling Up | [Assignment 5](../assignments/assignment-5/) due (Feb 16, 11:59 PM EST) |
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| 8 | Feb 23--27 | **No classes** (instructor away) | Work on [Final Project](../assignments/final-project/) |
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| 9 | Mar 2--6 | RAG, Mixture of Experts, Ethics | |
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| 10 | Mar 9 | Final Project Presentations | [Final Project](../assignments/final-project/) due (Mar 9, 11:59 PM EST) |
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|-----|---------|--------|--------|-----------|
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| Mon Jan 26 | Lecture 12 | Contextual Embeddings | [HTML](../slides/week4/lecture12.html), [PDF](../slides/week4/lecture12.pdf) | [Peters et al. (2018)](https://aclanthology.org/N18-1202/), [Cer et al. (2018)](https://arxiv.org/abs/1803.11175) |
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| Wed Jan 28 | Lecture 13 | Dimensionality Reduction | [HTML](../slides/week4/lecture13.html), [PDF](../slides/week4/lecture13.pdf) | [McInnes et al. (2018)](https://arxiv.org/abs/1802.03426) |
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| Fri Jan 30 | Lecture 14 | Cognitive Models of Semantic Representation | [HTML](../slides/week4/lecture14.html), [PDF](../slides/week4/lecture14.pdf) | [Anderson et al. (2016)](https://www.jneurosci.org/content/36/45/11444), **[Assignment 4](../assignments/assignment-4/) Released**, **[Assignment 3](../assignments/assignment-3/) Due (Jan 30, 11:59 PM EST)** |
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| Fri Jan 30 | Lecture 14 | Cognitive Models of Semantic Representation | [HTML](../slides/week4/lecture14.html), [PDF](../slides/week4/lecture14.pdf) | [Anderson et al. (2016)](https://www.jneurosci.org/content/36/45/11444), **[Assignment 4](../assignments/assignment-4/) Released**, **[Assignment 3](../assignments/assignment-3/) Due (Feb 2, 11:59 PM EST)** |
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### Week 5: Transformers & Attention (February 2--6)
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| Day | Lecture | Topics | Slides | Materials |
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| Mon Feb 2 | Lecture 15 | Attention Mechanisms | [HTML](../slides/week5/lecture15.html), [PDF](../slides/week5/lecture15.pdf) | [Bahdanau et al. (2015)](https://arxiv.org/abs/1409.0473), [Vaswani et al. (2017)](https://arxiv.org/abs/1706.03762) |
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| Wed Feb 4 | Lecture 16 | Transformer Architecture | [HTML](../slides/week5/lecture16.html), [PDF](../slides/week5/lecture16.pdf) | [Vaswani et al. (2017)](https://arxiv.org/abs/1706.03762), HuggingFace NLP Course Chapter 3 |
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| Thu Feb 6 | Lecture 17 | Training Transformers | [HTML](../slides/week5/lecture17.html), [PDF](../slides/week5/lecture17.pdf) | **[Assignment 4](../assignments/assignment-4/) Due (Feb 6, 11:59 PM EST)** |
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| Thu Feb 6 | Lecture 17 | Training Transformers | [HTML](../slides/week5/lecture17.html), [PDF](../slides/week5/lecture17.pdf) | **[Assignment 4](../assignments/assignment-4/) Due (Feb 9, 11:59 PM EST)** |
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### Week 6: Encoder Models (February 9--13)
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| Day | Lecture | Topics | Slides | Materials |
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| Mon Feb 9 | Lecture 18 | BERT Deep Dive | [HTML](../slides/week6/lecture18.html), [PDF](../slides/week6/lecture18.pdf) | [Devlin et al. (2019)](https://aclanthology.org/N19-1423/), HuggingFace NLP Course Chapter 4, **[Assignment 5](../assignments/assignment-5/) Released** |
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| Wed Feb 11 | Lecture 19 | BERT Variants | [HTML](../slides/week6/lecture19.html), [PDF](../slides/week6/lecture19.pdf) | [Liu et al. (2019)](https://arxiv.org/abs/1907.11692), [Sanh et al. (2019)](https://arxiv.org/abs/1910.01108) |
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| Thu Feb 13 | Lecture 20 | Applications of Encoder Models | [HTML](../slides/week6/lecture20.html), [PDF](../slides/week6/lecture20.pdf) | **[Assignment 5](../assignments/assignment-5/) Due (Feb 13, 11:59 PM EST)** |
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| Thu Feb 13 | Lecture 20 | Applications of Encoder Models | [HTML](../slides/week6/lecture20.html), [PDF](../slides/week6/lecture20.pdf) | **[Assignment 5](../assignments/assignment-5/) Due (Feb 16, 11:59 PM EST)** |
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### Week 7: Decoder Models & GPT (February 16--20)
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admin/syllabus.pdf

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assignments/README.md

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| # | Title | Released | Due | Weight |
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| 1 | [ELIZA Chatbot](./assignment-1/) | Week 1 (Jan 9) | **Jan 16, 11:59 PM EST** | 15% |
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| 2 | [SPAM Classifier](./assignment-2/) | Week 2 (Jan 16) | **Jan 23, 11:59 PM EST** | 15% |
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| 3 | [Wikipedia Embeddings](./assignment-3/) | Week 3 (Jan 23) | **Jan 30, 11:59 PM EST** | 15% |
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| 4 | [Customer Service Chatbot](./assignment-4/) | Week 4 (Jan 30) | **Feb 6, 11:59 PM EST** | 15% |
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| 5 | [Build GPT](./assignment-5/) | Week 6 (Feb 9) | **Feb 13, 11:59 PM EST** | 15% |
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| 1 | [ELIZA Chatbot](./assignment-1/) | Week 1 (Jan 9) | **Jan 19, 11:59 PM EST** | 15% |
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| 2 | [SPAM Classifier](./assignment-2/) | Week 2 (Jan 16) | **Jan 26, 11:59 PM EST** | 15% |
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| 3 | [Wikipedia Embeddings](./assignment-3/) | Week 3 (Jan 23) | **Feb 2, 11:59 PM EST** | 15% |
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| 4 | [Customer Service Chatbot](./assignment-4/) | Week 4 (Jan 30) | **Feb 9, 11:59 PM EST** | 15% |
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| 5 | [Build GPT](./assignment-5/) | Week 6 (Feb 9) | **Feb 16, 11:59 PM EST** | 15% |
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| Final | [Research Project](./final-project/) | Week 9 (Mar 4) | **Mar 9, 11:59 PM EST** | 25% |
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## Late Policy

assignments/assignment-1/index.html

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<div style="background: var(--surface-color); border: 1px solid var(--border-color); border-radius: var(--radius-lg); padding: 1.5rem; margin: 2rem 0; text-align: center;">
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<h3 style="margin-bottom: 1rem; color: var(--text-primary);">Ready to Start?</h3>
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<a href="https://classroom.github.com/a/SC1jeftp" target="_blank" class="accept-btn" style="display: inline-block; background: var(--gradient-primary); color: white; padding: 0.75rem 2rem; border-radius: var(--radius-md); font-weight: 600; text-decoration: none; transition: transform 0.2s, box-shadow 0.2s;" onmouseover="this.style.transform='translateY(-2px)';this.style.boxShadow='0 4px 12px rgba(99,102,241,0.4)';" onmouseout="this.style.transform='';this.style.boxShadow='';"><i class="fa-solid fa-rocket" style="margin-right: 0.5rem;"></i>Accept Assignment</a>
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<p style="margin-top: 1rem; font-size: 0.9rem; color: var(--text-secondary);">Due: January 16, 2026 at 11:59 PM EST</p>
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<p style="margin-top: 1rem; font-size: 0.9rem; color: var(--text-secondary);">Due: January 19, 2026 at 11:59 PM EST</p>
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<h1 id="assignment-1-building-the-eliza-chatbot">Assignment 1: Building the ELIZA Chatbot</h1>
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<h2 id="overview">Overview</h2>
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<li><strong>Verify submission</strong>: Check that your latest commit appears in your GitHub repository before the deadline</li>
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<strong>Deadline</strong>: January 16, 2026 at 11:59 PM EST
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<strong>Deadline</strong>: January 19, 2026 at 11:59 PM EST
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<h3 id="notebook-requirements">Notebook Requirements</h3>
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<li><strong>Data</strong>: The <code>instructions.txt</code> file should be loaded in your notebook (code for doing this is in the template notebook provided with the assignment)</li>
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<li><strong>Output</strong>: Keep cell outputs visible in your submission</li>
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<li><strong>Deadline</strong>: January 19, 2026 at 11:59 PM EST</li>
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<h3 id="before-submission-checklist">Before Submission Checklist</h3>
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<ul>

assignments/assignment-2/index.html

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<div style="background: var(--surface-color); border: 1px solid var(--border-color); border-radius: var(--radius-lg); padding: 1.5rem; margin: 2rem 0; text-align: center;">
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<h3 style="margin-bottom: 1rem; color: var(--text-primary);">Ready to Start?</h3>
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<a href="https://classroom.github.com/a/ttYZnDoc" target="_blank" class="accept-btn" style="display: inline-block; background: var(--gradient-primary); color: white; padding: 0.75rem 2rem; border-radius: var(--radius-md); font-weight: 600; text-decoration: none; transition: transform 0.2s, box-shadow 0.2s;" onmouseover="this.style.transform='translateY(-2px)';this.style.boxShadow='0 4px 12px rgba(99,102,241,0.4)';" onmouseout="this.style.transform='';this.style.boxShadow='';"><i class="fa-solid fa-rocket" style="margin-right: 0.5rem;"></i>Accept Assignment</a>
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<p style="margin-top: 1rem; font-size: 0.9rem; color: var(--text-secondary);">Due: January 23, 2026 at 11:59 PM EST</p>
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<p style="margin-top: 1rem; font-size: 0.9rem; color: var(--text-secondary);">Due: January 26, 2026 at 11:59 PM EST</p>
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<h1 id="assignment-2-advanced-spam-classifier-with-multi-method-comparison">Assignment 2: Advanced SPAM Classifier with Multi-Method Comparison</h1>
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<strong>Deadline</strong>: January 23, 2026 at 11:59 PM EST
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<strong>Deadline</strong>: January 26, 2026 at 11:59 PM EST
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<h3 id="what-to-submit">What to Submit</h3>
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Submit <strong>one Jupyter notebook</strong> (.ipynb file) in your GitHub Classroom repository.
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assignments/assignment-3/index.html

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<div style="background: var(--surface-color); border: 1px solid var(--border-color); border-radius: var(--radius-lg); padding: 1.5rem; margin: 2rem 0; text-align: center;">
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<h3 style="margin-bottom: 1rem; color: var(--text-primary);">Ready to Start?</h3>
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<a href="https://classroom.github.com/a/0ofsYcmO" target="_blank" class="accept-btn" style="display: inline-block; background: var(--gradient-primary); color: white; padding: 0.75rem 2rem; border-radius: var(--radius-md); font-weight: 600; text-decoration: none; transition: transform 0.2s, box-shadow 0.2s;" onmouseover="this.style.transform='translateY(-2px)';this.style.boxShadow='0 4px 12px rgba(99,102,241,0.4)';" onmouseout="this.style.transform='';this.style.boxShadow='';"><i class="fa-solid fa-rocket" style="margin-right: 0.5rem;"></i>Accept Assignment</a>
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<p style="margin-top: 1rem; font-size: 0.9rem; color: var(--text-secondary);">Due: January 30, 2026 at 11:59 PM EST</p>
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<p style="margin-top: 1rem; font-size: 0.9rem; color: var(--text-secondary);">Due: February 2, 2026 at 11:59 PM EST</p>
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<h1 id="assignment-3-representing-meaning---a-computational-exploration-of-semantic-space">Assignment 3: Representing Meaning - A Computational Exploration of Semantic Space</h1>
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<strong>Deadline</strong>: February 2, 2026 at 11:59 PM EST
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<p>Submit a <strong>Google Colaboratory notebook</strong> (or Jupyter notebook) that includes:</p>
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assignments/assignment-4/index.html

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<div style="background: var(--surface-color); border: 1px solid var(--border-color); border-radius: var(--radius-lg); padding: 1.5rem; margin: 2rem 0; text-align: center;">
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<a href="https://classroom.github.com/a/RYMMhVAL" target="_blank" class="accept-btn" style="display: inline-block; background: var(--gradient-primary); color: white; padding: 0.75rem 2rem; border-radius: var(--radius-md); font-weight: 600; text-decoration: none; transition: transform 0.2s, box-shadow 0.2s;" onmouseover="this.style.transform='translateY(-2px)';this.style.boxShadow='0 4px 12px rgba(99,102,241,0.4)';" onmouseout="this.style.transform='';this.style.boxShadow='';"><i class="fa-solid fa-rocket" style="margin-right: 0.5rem;"></i>Accept Assignment</a>
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<p style="margin-top: 1rem; font-size: 0.9rem; color: var(--text-secondary);">Due: February 6, 2026 at 11:59 PM EST</p>
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<p style="margin-top: 1rem; font-size: 0.9rem; color: var(--text-secondary);">Due: February 9, 2026 at 11:59 PM EST</p>
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<h1 id="assignment-4-context-aware-customer-service-chatbot">Assignment 4: Context-Aware Customer Service Chatbot</h1>
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<strong>Deadline</strong>: February 9, 2026 at 11:59 PM EST
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assignments/assignment-5/index.html

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<h3 style="margin-bottom: 1rem; color: var(--text-primary);">Ready to Start?</h3>
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<a href="https://classroom.github.com/a/8Wsa-bUG" target="_blank" class="accept-btn" style="display: inline-block; background: var(--gradient-primary); color: white; padding: 0.75rem 2rem; border-radius: var(--radius-md); font-weight: 600; text-decoration: none; transition: transform 0.2s, box-shadow 0.2s;" onmouseover="this.style.transform='translateY(-2px)';this.style.boxShadow='0 4px 12px rgba(99,102,241,0.4)';" onmouseout="this.style.transform='';this.style.boxShadow='';"><i class="fa-solid fa-rocket" style="margin-right: 0.5rem;"></i>Accept Assignment</a>
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<p style="margin-top: 1rem; font-size: 0.9rem; color: var(--text-secondary);">Due: February 13, 2026 at 11:59 PM EST</p>
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<p style="margin-top: 1rem; font-size: 0.9rem; color: var(--text-secondary);">Due: February 16, 2026 at 11:59 PM EST</p>
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<li><strong>Verify submission</strong>: Check that your latest commit appears in your GitHub repository before the deadline</li>
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</ol>
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<strong>Deadline</strong>: February 13, 2026 at 11:59 PM EST
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<strong>Deadline</strong>: February 16, 2026 at 11:59 PM EST
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<h3 id="notebook-requirements">Notebook Requirements</h3>
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<p>Submit a <strong>single Google Colaboratory notebook</strong> that:</p>
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<ol>

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