Week2 tutorials update#1029
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iamzoltan merged 46 commits intoJun 18, 2026
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removed 2025 schedule change language
…tneydean33-patch-10 Update daily_schedules.md
- Rename W2D2_ConvnetsAndDlThinking → W2D2_Convnets - W2D2_Tutorial1: remove Think! 0 (regularization overlap with W2D1), remove Bonus 2 (dropout/augmentation overlap with W2D1), keep Bonus 1 training loop; add Section 5 Transfer Learning (moved from W2D2_Tutorial2); add ResNet one-sentence explainer; update "last week" → wording fixes - W2D2_BonusLecture: merge W2D3_Tutorial1 (modern ConvNets) + W2D3_Tutorial2 (facial recognition + ethics) into single bonus; renumber sections 1-8, videos 1-9; update feedback_prefix to W2D2_BL - Remove W2D3_ModernConvnets folder entirely (content absorbed into W2D2) - materials.yml: rename W2D2 day to Convnets; update tutorial count to 1; remove W2D3 day entry Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
For each tutorial (W2D1 T1+T2, W2D2 T1+BonusLecture, W2D4 T1+T2+T3, W2D5 T1+T2): - Added version check / install cell to Setup section (prints key package versions; points local users to requirements.txt on GitHub) - Consolidated imports to top-level Setup section: added os, requests, zipfile, random where missing; removed duplicate imports from Set Seed cells - W2D4_Tutorial1: fixed `import matplotlib.pylab` → `import matplotlib.pyplot` - W2D4_Tutorial3: removed duplicate `import numpy as np` - W2D5_Tutorial2: moved `!pip install flair` from mid-notebook helper cell to Install dependencies cell - Video player cells retain their local imports (consistent with W1 style) Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Restore source field to array format after string conversion introduced by our processing script. No content change. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…aterials.yml Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…rmers to W3D1 Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Move Tutorial 1 and Bonus Lecture from old W2D4_GenerativeModels to new W2D3_GenerativeModelsAndDeepLearningDiscussion1; rename W2D4 to DiffusionModels with remaining tutorials; update materials.yml accordingly. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Tutorial 1: - Fix invalid escape sequences (\l, \s) in docstrings and plot titles - Replace np.sqrt() on torch tensors with ** 0.5 throughout - Restore missing "Define utils functions" cell (GaussianFourierProjection, ScoreModel_Time, sample_X_and_score_t_depend) Tutorial 2: - Fix invalid escape sequences in docstrings - Swap gated SD model (stabilityai/stable-diffusion-2-1) to open model (stable-diffusion-v1-5/stable-diffusion-v1-5) with token=False to suppress HF token prompt on Colab - Fix SD inference image not displaying (add explicit display() call) Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
W2D2: - Extract Bonus 1 training loop from T1 into new T2 (Writing Your Own Training Loop); rename former BonusLecture to T3 (Modern ConvNets and Facial Recognition); section headings, video numbers, feedback_prefix, and cross-references updated; materials.yml updated to 3 tutorials W2D4: - Rename folder W2D4_DiffusionModels → W2D4_DiffusionGenerativeModels - Remove conditional diffusion bonus (Section 2) and training bonus from T2; renumber Section 3 Ethics → Section 2, Video 4 → Video 2, Think! 3 → Think! 2; update title and summary; T2 now 47 cells - materials.yml: update name, remove stale Bonus Lecture slide entry W2D5: - Rename tutorial files W3D1_Tutorial*.ipynb → W2D5_Tutorial*.ipynb to match the day swap done in May; fix day line (Week 3, Day 1 → Week 2, Day 5) and feedback_prefix (W3D1_T* → W2D5_T*) in all three notebooks materials.yml: - W2D3 BonusLecture slide corrected from r9pjc → gx84r Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Rename W2D5_Tutorial*.ipynb → W3D1_Tutorial*.ipynb in W3D1_AttentionAndTransformers to match the W2D5↔W3D1 day swap done in May; fix day line (Week 2, Day 5 → Week 3, Day 1) and feedback_prefix (W2D5_T* → W3D1_T*) in both notebooks. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…the original modern covnet day
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Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…ay names Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…, W2D5, W3D1 Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This reverts commit eb211d2.
iamzoltan
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Jun 12, 2026
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iamzoltan
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There are some naming issues with this PR. I am also noticed that you moved some images, make sure the new paths are referenced in the books
| " plt.xlabel('Time')\n", | ||
| " plt.ylabel('x')\n", | ||
| " plt.title('Diffusion Process with $g(t)=\\lambda^{t}$'+f' $\\lambda$={Lambda}')\n", | ||
| " plt.title('Diffusion Process with $g(t)=\\\\lambda^{t}$'+f', $\\\\lambda$={Lambda}')\n", |
Contributor
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are these extra \\ intentional?
| " alpha=0.4 if show_samples else 0.0)\n", | ||
| "gmm_pdf_contour_plot(gmm, cmap=\"Greys\", levels=20, logprob=True)\n", | ||
| "plt.title(\"log density of gaussian mixture $\\log p(x)$\")\n", | ||
| "plt.title(\"log density of gaussian mixture $\\\\log p(x)$\")\n", |
| "\n", | ||
| " def score(self, x):\n", | ||
| " \"\"\"\n", | ||
| " r\"\"\"\n", |
Contributor
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why did we add an r here?
| "\n", | ||
| " def score_decompose(self, x):\n", | ||
| " \"\"\"\n", | ||
| " r\"\"\"\n", |
| "source": [ | ||
| "# to_remove explanation\n", | ||
| "\"\"\"\n", | ||
| "r\"\"\"\n", |
| "\n", | ||
| "def sample_X_and_score_t_depend(gmm, trainN=10000, sigma=5, partition=20, EPS=0.02):\n", | ||
| " \"\"\"Uniformly partition [0,1] and sample t from it, and then\n", | ||
| " r\"\"\"Uniformly partition [0,1] and sample t from it, and then\n", |
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